Cancer vaccines for colorectal cancer

ABSTRACT

The invention relates to the field of cancer, in particular colorectal cancer. In particular, it relates to the field of immune system directed approaches for tumor reduction and control. Some aspects of the invention relate to vaccines, vaccinations and other means of stimulating an antigen specific immune response against a tumor in individuals. Such vaccines comprise neoantigens resulting from frameshift mutations that bring out-of-frame sequences of the APC, ARID1A, KMT2D, RNF43, SOX9, TCF7L2, TP53, and ZFP36L2 genes in-frame. Such vaccines are also useful for ‘off the shelf’ use.

FIELD OF THE INVENTION

The invention relates to the field of cancer, in particular colorectal cancer. In particular, it relates to the field of immune system directed approaches for tumor reduction and control. Some aspects of the invention relate to vaccines, vaccinations and other means of stimulating an antigen specific immune response against a tumor in individuals. Such vaccines comprise neoantigens resulting from frameshift mutations that bring out-of-frame sequences of the APC, ARID1A, KMT2D, RNF43, SOX9, TCF7L2, TP53, and ZFP36L2 genes in-frame. Such vaccines are also useful for ‘off the shelf’ use.

BACKGROUND OF THE INVENTION

There are a number of different existing cancer therapies, including ablation techniques (e.g., surgical procedures and radiation) and chemical techniques (e.g., pharmaceutical agents and antibodies), and various combinations of such techniques. Despite intensive research such therapies are still frequently associated with serious risk, adverse or toxic side effects, as well as varying efficacy.

There is a growing interest in cancer therapies that aim to target cancer cells with a patient's own immune system (such as cancer vaccines or checkpoint inhibitors, or T-cell based immunotherapy). Such therapies may indeed eliminate some of the known disadvantages of existing therapies, or be used in addition to the existing therapies for additional therapeutic effect. Cancer vaccines or immunogenic compositions intended to treat an existing cancer by strengthening the body's natural defenses against the cancer and based on tumor-specific neoantigens hold great promise as next-generation of personalized cancer immunotherapy. Evidence shows that such neoantigen-based vaccination can elicit T-cell responses and can cause tumor regression in patients.

Typically the immunogenic compositions/vaccines are composed of tumor antigens (antigenic peptides or nucleic acids encoding them) and may include immune stimulatory molecules like cytokines that work together to induce antigen-specific cytotoxic T-cells that target and destroy tumor cells. Vaccines containing tumor-specific and patient-specific neoantigens require the sequencing of the patients' genome and tumor genome in order to determine whether the neoantigen is tumor specific, followed by the production of personalized compositions. Sequencing, identifying the patient's specific neoantigens and preparing such personalized compositions may require a substantial amount of time, time which may unfortunately not be available to the patient, given that for some tumors the average survival time after diagnosis is short, sometimes around a year or less.

Accordingly, there is a need for improved methods and compositions for providing subject-specific immunogenic compositions/cancer vaccines. In particular it would be desirable to have available a vaccine for use in the treatment of cancer, wherein such vaccine is suitable for treatment of a larger number of patients, and can thus be prepared in advance and provided off the shelf. There is a clear need in the art for personalized vaccines which induce an immune response to tumor specific neoantigens. One of the objects of the present disclosure is to provide personalized cancer vaccines that can be provided off the shelf. An additional object of the present disclosure is to provide cancer vaccines that can be provided prophylactically. Such vaccines are especially useful for individuals that are at risk of developing cancer.

SUMMARY OF THE INVENTION

In a preferred embodiment, the disclosure provides a vaccine or collection of vaccines for use in the treatment of colorectal cancer, said vaccine comprising:

(i) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 1, an amino acid sequence having 90% identity to Sequence 1, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 1; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 2, an amino acid sequence         having 90% identity to Sequence 2, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 2;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 3, an amino acid sequence         having 90% identity to Sequence 3, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 3;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 4, an amino acid sequence         having 90% identity to Sequence 4, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 4;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 5, an amino acid sequence         having 90% identity to Sequence 5, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 5;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 6, an amino acid sequence         having 90% identity to Sequence 6, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 6;

(ii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 197, an amino acid sequence having 90% identity to Sequence 197, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 197; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 198, an amino acid sequence         having 90% identity to Sequence 198, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 198;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 199, an amino acid sequence         having 90% identity to Sequence 199, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 199;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 200, an amino acid sequence         having 90% identity to Sequence 200, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 200;

(iii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 298, an amino acid sequence having 90% identity to Sequence 298, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 298; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 299, an amino acid sequence         having 90% identity to Sequence 299, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 299;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 300, an amino acid sequence         having 90% identity to Sequence 300, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 300;

(iv) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 553, an amino acid sequence having 90% identity to Sequence 553, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 553; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequences 554-555, an amino acid         sequence having 90% identity to Sequences 554-555, or a fragment         thereof comprising at least 10 consecutive amino acids of         Sequences 554-555;

(v) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 596, an amino acid sequence having 90% identity to Sequence 596, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 596; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 597, an amino acid sequence         having 90% identity to Sequence 597, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 597;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 598, an amino acid sequence         having 90% identity to Sequence 598, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 598;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 599, an amino acid sequence         having 90% identity to Sequence 599, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 599;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 600, an amino acid sequence         having 90% identity to Sequence 600, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 600;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 601, an amino acid sequence         having 90% identity to Sequence 601, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 601;

(vi) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 610, an amino acid sequence having 90% identity to Sequence 610, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 610; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 611, an amino acid sequence         having 90% identity to Sequence 611, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 611;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 612, an amino acid sequence         having 90% identity to Sequence 612, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 612;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 613, an amino acid sequence         having 90% identity to Sequence 613, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 613;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 614, an amino acid sequence         having 90% identity to Sequence 614, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 614;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 615, an amino acid sequence         having 90% identity to Sequence 615, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 615;

(vii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 681, an amino acid sequence having 90% identity to Sequence 681, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 681; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 682, an amino acid sequence         having 90% identity to Sequence 682, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 682;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 683, an amino acid sequence         having 90% identity to Sequence 683, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 683;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 684, an amino acid sequence         having 90% identity to Sequence 684, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 684;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 685, an amino acid sequence         having 90% identity to Sequence 685, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 685;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 686, an amino acid sequence         having 90% identity to Sequence 686, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 686;         and/or the vaccine comprises

(viii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 709, an amino acid sequence having 90% identity to Sequence 709, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 709; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 710, an amino acid sequence         having 90% identity to Sequence 710, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 710;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 711, an amino acid sequence         having 90% identity to Sequence 711, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 711;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 712, an amino acid sequence         having 90% identity to Sequence 712, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 712.

In a preferred embodiment, the disclosure provides a collection of frameshift-mutation peptides comprising:

(i) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 1, an amino acid sequence having 90% identity to Sequence 1, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 1; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 2, an amino acid sequence         having 90% identity to Sequence 2, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 2;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 3, an amino acid sequence         having 90% identity to Sequence 3, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 3;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 4, an amino acid sequence         having 90% identity to Sequence 4, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 4;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 5, an amino acid sequence         having 90% identity to Sequence 5, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 5;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 6, an amino acid sequence         having 90% identity to Sequence 6, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 6;

(ii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 197, an amino acid sequence having 90% identity to Sequence 197, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 197; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 198, an amino acid sequence         having 90% identity to Sequence 198, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 198;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 199, an amino acid sequence         having 90% identity to Sequence 199, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 199;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 200, an amino acid sequence         having 90% identity to Sequence 200, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 200;

(iii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 298, an amino acid sequence having 90% identity to Sequence 298, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 298; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 299, an amino acid sequence         having 90% identity to Sequence 299, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 299;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 300, an amino acid sequence         having 90% identity to Sequence 300, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 300;

(iv) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 553, an amino acid sequence having 90% identity to Sequence 553, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 553; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequences 554-555, an amino acid         sequence having 90% identity to Sequences 554-555, or a fragment         thereof comprising at least 10 consecutive amino acids of         Sequences 554-555;

(v) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 596, an amino acid sequence having 90% identity to Sequence 596, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 596; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 597, an amino acid sequence         having 90% identity to Sequence 597, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 597;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 598, an amino acid sequence         having 90% identity to Sequence 598, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 598;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 599, an amino acid sequence         having 90% identity to Sequence 599, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 599;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 600, an amino acid sequence         having 90% identity to Sequence 600, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 600;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 601, an amino acid sequence         having 90% identity to Sequence 601, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 601;

(vi) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 610, an amino acid sequence having 90% identity to Sequence 610, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 610; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 611, an amino acid sequence         having 90% identity to Sequence 611, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 611;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 612, an amino acid sequence         having 90% identity to Sequence 612, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 612;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 613, an amino acid sequence         having 90% identity to Sequence 613, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 613;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 614, an amino acid sequence         having 90% identity to Sequence 614, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 614;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 615, an amino acid sequence         having 90% identity to Sequence 615, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 615;

(vii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 681, an amino acid sequence having 90% identity to Sequence 681, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 681; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 682, an amino acid sequence         having 90% identity to Sequence 682, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 682;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 683, an amino acid sequence         having 90% identity to Sequence 683, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 683;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 684, an amino acid sequence         having 90% identity to Sequence 684, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 684;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 685, an amino acid sequence         having 90% identity to Sequence 685, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 685;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 686, an amino acid sequence         having 90% identity to Sequence 686, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 686;         and/or the collection comprising

(viii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 709, an amino acid sequence having 90% identity to Sequence 709, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 709; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 710, an amino acid sequence         having 90% identity to Sequence 710, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 710;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 711, an amino acid sequence         having 90% identity to Sequence 711, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 711;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 712, an amino acid sequence         having 90% identity to Sequence 712, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 712.

In a preferred embodiment, the disclosure provides a peptide comprising an amino acid sequence selected from the groups:

(i) Sequences 1-196, an amino acid sequence having 90% identity to Sequences 1-196, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 1-196;

(ii) Sequences 197-297, an amino acid sequence having 90% identity to Sequences 197-297, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 197-297;

(iii) Sequences 298-552, an amino acid sequence having 90% identity to Sequences 298-552, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 298-552;

(iv) Sequences 553-595, an amino acid sequence having 90% identity to Sequences 553-595, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 553-595; and

(v) Sequences 596-609, an amino acid sequence having 90% identity to Sequences 596-609, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 596-609;

(vi) Sequences 610-680, an amino acid sequence having 90% identity to Sequences 610-680, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 610-680;

(vii) Sequences 681-708, an amino acid sequence having 90% identity to Sequences 681-708, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 681-708; and

(viii) Sequences 709-717, an amino acid sequence having 90% identity to Sequences 709-717, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 709-717.

A preferred peptide is Sequence 201, an amino acid sequence having 90% identity to Sequence 201, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 201; as well as collections comprising said peptide.

A preferred collection comprises Sequences 298-299, an amino acid sequence having 90% identity to Sequences 298-299, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 298-299.

In some embodiments of the disclosure, the peptides are linked, preferably wherein said peptides are comprised within the same polypeptide.

In a preferred embodiment, the disclosure provides one more isolated nucleic acid molecules encoding the peptides or collection of peptides as disclosed herein. In a preferred embodiment, the disclosure provides one or more vectors comprising the nucleic acid molecules disclosed herein, preferably wherein the vector is a viral vector. In a preferred embodiment, the disclosure provides a host cell comprising the isolated nucleic acid molecules or the vectors as disclosed herein.

In a preferred embodiment, the disclosure provides a binding molecule or a collection of binding molecules that bind the peptide or collection of peptides disclosed herein, where in the binding molecule is an antibody, a T-cell receptor, or an antigen binding fragment thereof.

In a preferred embodiment, the disclosure provides a chimeric antigen receptor or collection of chimeric antigen receptors each comprising i) a T cell activation molecule; ii) a transmembrane region; and iii) an antigen recognition moiety; wherein said antigen recognition moieties bind the peptide or collection of peptides disclosed herein. In a preferred embodiment, the disclosure provides a host cell or combination of host cells that express the binding molecule or collection of binding molecules, or the chimeric antigen receptor or collection of chimeric antigen receptors as disclosed herein.

In a preferred embodiment, the disclosure provides a vaccine or collection of vaccines comprising the peptide or collection of peptides, the nucleic acid molecules, the vectors, or the host cells as disclosed herein; and a pharmaceutically acceptable excipient and/or adjuvant, preferably an immune-effective amount of adjuvant.

In a preferred embodiment, the disclosure provides the vaccines or collection of vaccines as disclosed herein for use in the treatment of colorectal cancer in an individual. In a preferred embodiment, the disclosure provides the vaccines as disclosed herein for prophylactic use in the prevention of colorectal cancer in an individual. In a preferred embodiment, the disclosure provides the vaccines as disclosed herein for use in the preparation of a medicament for treatment of colorectal cancer in an individual or for prophylactic use. In a preferred embodiment, the disclosure provides methods of treating an individual for colorectal cancer or reducing the risk of developing said cancer, the method comprising administering to the individual in need thereof a therapeutically effective amount of a vaccine as disclosed herein.

In a preferred embodiment, the individual has colorectal cancer and one or more cancer cells of the individual:

-   -   (i) expresses a peptide having the amino acid sequence selected         from Sequences 1-717, an amino acid sequence having 90% identity         to any one of Sequences 1-717, or a fragment thereof comprising         at least 10 consecutive amino acids of amino acid sequence         selected from Sequences 1-717;     -   (ii) or comprises a DNA or RNA sequence encoding an amino acid         sequences of (i).

In one embodiment, the individual has a germline mutation in the MSH2, MLH1, FANCA, FANCB, FANCD1 (BRCA2), FANCD2, FANCE, FANCF, FANCG, FANCI, FANCJ (BRIP1), FANCN (PALB2), FANCP (SLX4), FANCS (BRCA1), RAD51C, XPF, POLE, POLD1, NTHL1, MSH3, RNF43, SMAD4, BMPR1A, STK11, PTEN, GREM1, AXIN2, GREM1, BLM, AKT1, ENG, CDH1, BUB1B, GALNT12, MLH3, RPS20, GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSHG, NTHL1, and/or WRN gene, preferably in the GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene. In a preferred embodiment, the method, preferably the prophylactic method, further comprises determining whether said individual has a germline mutation in the MSH2, MLH1, FANCA, FANCB, FANCD1 (BRCA2), FANCD2, FANCE, FANCF, FANCG, FANCI, FANCJ (BRIM), FANCN (PALB2), FANCP (SLX4), FANCS (BRCA1), RAD51C, XPF, POLE, POLD1, NTHL1, MSH3, RNF43, SMAD4, BMPR1A, STK11, PTEN, GREM1, AXIN2, GREM1, BLM, AKT1, ENG, CDH1, BUB1B, GALNT12, MLH3, RPS20, GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene, preferably in the GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene. In some embodiments, the individual prophylactically administered a vaccine as disclosed herein has not been diagnosed with colorectal cancer.

In a preferred embodiment, the disclosure provides a method of stimulating the proliferation of human T-cells, comprising contacting said T-cells with the peptide or collection of peptides, the nucleic acid molecules, the vectors, the host cell, or the vaccine as disclosed herein.

In a preferred embodiment, the disclosure provides a storage facility for storing vaccines. Preferably the facility stores at least two different cancer vaccines as disclosed herein. Preferably the storing facility stores:

a vaccine comprising:

(i) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 1, an amino acid sequence having 90% identity to Sequence 1, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 1; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 2, an amino acid sequence         having 90% identity to Sequence 2, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 2;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 3, an amino acid sequence         having 90% identity to Sequence 3, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 3;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 4, an amino acid sequence         having 90% identity to Sequence 4, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 4;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 5, an amino acid sequence         having 90% identity to Sequence 5, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 5;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 6, an amino acid sequence         having 90% identity to Sequence 6, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 6;     -   and one or more vaccines selected from:         a vaccine comprising:

(ii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 197, an amino acid sequence having 90% identity to Sequence 197, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 197; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 198, an amino acid sequence         having 90% identity to Sequence 198, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 198;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 199, an amino acid sequence         having 90% identity to Sequence 199, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 199;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 200, an amino acid sequence         having 90% identity to Sequence 200, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 200;         a vaccine comprising:

(iii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 298, an amino acid sequence having 90% identity to Sequence 298, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 298; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 299, an amino acid sequence having 90% identity to Sequence 299, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 299; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 300, an amino acid sequence having 90% identity to Sequence 300, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 300;

a vaccine comprising:

(iv) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 553, an amino acid sequence having 90% identity to Sequence 553, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 553; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequences 554-555, an amino acid sequence having 90% identity to Sequences 554-555, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 554-555; a vaccine comprising:

(v) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 596, an amino acid sequence having 90% identity to Sequence 596, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 596; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 597, an amino acid sequence having 90% identity to Sequence 597, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 597; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 598, an amino acid sequence having 90% identity to Sequence 598, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 598; ad

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 599, an amino acid sequence having 90% identity to Sequence 599, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 599;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 600, an amino acid sequence having 90% identity to Sequence 600, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 600; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 601, an amino acid sequence having 90% identity to Sequence 601, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 601;

a vaccine comprising:

(vi) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 610, an amino acid sequence having 90% identity to Sequence 610, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 610; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 611, an amino acid sequence having 90% identity to Sequence 611, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 611; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 612, an amino acid sequence having 90% identity to Sequence 612, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 612;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 613, an amino acid sequence having 90% identity to Sequence 613, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 613;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 614, an amino acid sequence having 90% identity to Sequence 614, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 614; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 615, an amino acid sequence having 90% identity to Sequence 615, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 615;

a vaccine comprising:

(vii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 681, an amino acid sequence having 90% identity to Sequence 681, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 681; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 682, an amino acid sequence having 90% identity to Sequence 682, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 682; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 683, an amino acid sequence having 90% identity to Sequence 683, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 683;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 684, an amino acid sequence having 90% identity to Sequence 684, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 684;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 685, an amino acid sequence having 90% identity to Sequence 685, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 685; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 686, an amino acid sequence having 90% identity to Sequence 686, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 686;

a vaccine comprising:

(viii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 709, an amino acid sequence having 90% identity to Sequence 709, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 709; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 710, an amino acid sequence having 90% identity to Sequence 710, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 710; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 711, an amino acid sequence having 90% identity to Sequence 711, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 711; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 712, an amino acid sequence having 90% identity to Sequence 712, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 712. Preferably, the storage facility comprises at least 5, at least 10, or at least 20 vaccines as disclosed herein.

In a preferred embodiment, the disclosure provides a method for providing a vaccine for immunizing a patient against a cancer in said patient comprising determining the sequence of APC, ARID1A, KMT2D, RNF43, SOX9, TCF7L2, TP53, and/or ZFP36L2 in cancer cells of said cancer and when the determined sequence comprises a frameshift mutation that produces a neoantigen of Sequence 1-717 or a fragment thereof, providing a vaccine comprising said neoantigen or a fragment thereof. Preferably, the vaccine is obtained from a storage facility as disclosed herein.

REFERENCE TO A SEQUENCE LISTING

The Sequence listing, which is a part of the present disclosure, includes a text file comprising amino acid and/or nucleic acid sequences. The subject matter of the Sequence listing is incorporated herein by reference in its entirety. The information recorded in computer readable form is identical to the written sequence listing. In the event of a discrepancy between the Sequence listing and the description, e.g., in regard to a sequence or sequence numbering, the description (e.g., Table 1) is leading.

DETAILED DESCRIPTION OF THE DISCLOSED EMBODIMENTS

One issue that may arise when considering personalized cancer vaccines is that once a tumor from a patient has been analysed (e.g. by whole genome or exome sequencing), neoantigens need to be selected and made in a vaccine. This may be a time consuming process, while time is something the cancer patient usually lacks as the disease progresses.

Somatic mutations in cancer can result in neoantigens against which patients can be vaccinated. Unfortunately, the quest for tumor specific neoantigens has yielded no targets that are common to all tumors, yet foreign to healthy cells. Single base pair substitutions (SNVs) at best can alter 1 amino acid which can result in a neoantigen. However, with the exception of rare site-specific oncogenic driver mutations (such as RAS or BRAF) such mutations are private and thus not generalizable.

An “off-the-shelf” solution, where vaccines are available against each potential-neoantigen would be beneficial. The present disclosure is based on the surprising finding that, despite the fact that there are infinite possibilities for frame shift mutations in the human genome, a vaccine can be developed that targets the novel amino acid sequence following a frame shift mutation in a tumor with potential use in a large population of cancer patients.

Neoantigens resulting from frame shift mutations have been previously described as potential cancer vaccines. See, for example, WO95/32731, WO2016172722 (Nantomics), WO2016/187508 (Broad), WO2017/173321 (Neon Therapeutics), US2018340944 (University of Connecticut), and WO2019/012082 (Nouscom), as well as Rahma et al. (Journal of Translational Medicine 2010 8:8) which describes peptides resulting from frame shift mutations in the von Hippel-Lindau tumor suppressor gene (VHL) and Rajasagi et al. (Blood 2014 124(3):453-462) which reports the systematic identification of personal tumor specific neoantigens.

The present disclosure provides a unique set of sequences resulting from frame shift mutations and that are shared among colorectal cancer patients. The finding of shared frame shift sequences is used to define an off-the-shelf colorectal cancer vaccine that can be used for both therapeutic and prophylactic use in a large number of individuals.

In the present disclosure we provide a source of common neoantigens induced by frame shift mutations, based on analysis of 10,186 TCGA tumor samples and 2774 tumor samples (see Priestley et al. 2019 at https://doi.org/10.1101/415133). We find that these frame shift mutations can produce long neoantigens. These neoantigens are typically new to the body, and can be highly immunogenic. The heterogeneity in the mutations that are found in tumors of different organs or tumors from a single organ in different individuals has always hampered the development of specific medicaments directed towards such mutations. The number of possible different tumorigenic mutations, even in a single gene as P53 was regarded prohibitive for the development of specific treatments. In the present disclosure it was found that many of the possible different frame shift mutations in a gene converge to the same small set of 3′ neo open reading frame peptides (neopeptides or NOPs). We find a fixed set of only 1,244 neopeptides in as much as 30% of all TCGA cancer patients. For some tumor classes this is higher; e.g. for colon and cervical cancer, peptides derived from only ten genes (saturated at 90 peptides) can be applied to 39% of all patients. 50% of all TCGA patients can be targeted at saturation (using all those peptides in the library found more than once). A pre-fabricated library of vaccines (peptide, RNA or DNA) based on this set can provide off the shelf, quality certified, ‘personalized’ vaccines within hours, saving months of vaccine preparation. This is important for critically ill cancer patients with short average survival expectancy after diagnosis.

The concept of utilizing the immune system to battle cancer is very attractive and studied extensively. Indeed, neoantigens can result from somatic mutations, against which patients can be vaccinated1-11. Recent evidence suggests that frame shift mutations, that result in peptides which are completely new to the body, can be highly immunogenic12-15. The immune response to neoantigen vaccination, including the possible predictive value of epitope selection has been studied in great detail8, 13, 16-21 and WO2007/101227, and there is no doubt about the promise of neoantigen-directed immunotherapy. Some approaches find subject-specific neoantigens based on alternative reading frames caused by errors in translation/transcription (WO2004/111075). Others identify subject specific neoantigens based on mutational analysis of the subjects tumor that is to be treated (WO1999/058552; WO2011/143656; US20140170178; WO2016/187508; WO2017/173321). The quest for common antigens, however, has been disappointing, since virtually all mutations are private. For SNV-derived amino acid changes, one can derive algorithms that predict likely good epitopes, but still every case is different.

A change of one amino acid in an otherwise wild-type protein may or may not be immunogenic. The antigenicity depends on a number of factors including the degree of fit of the proteasome-produced peptides in the MHC and ultimately on the repertoire of the finite T-cell system of the patient. In regards to both of these points, novel peptide sequences resulting from a frame shift mutation (referred to herein as novel open reading frames or pNOPs) are a priori expected to score much higher. For example, a fifty amino acid long novel open reading frame sequence is as foreign to the body as a viral antigen. In addition, novel open reading frames can be processed by the proteasome in many ways, thus increasing the chance of producing peptides that bind MHC molecules, and increasing the number of epitopes will be seen by T-cell in the body repertoire.

It is has been established that novel proteins/peptides can arise from frameshift mutations^(32,36). Furthermore, tumors with a high load of frameshift mutations (micro-satellite instable tumors) have a high density of tumor infiltrating CD8+ T cells³³. In fact, it has been shown that neo-antigens derived from frameshift mutations can elicit cytotoxic T cell responses^(32,34,33). A recent study demonstrated that a high load of frameshift indels or other mutation types correlates with response to checkpoint inhibitors³⁵.

Binding affinity to MHC class-I molecules was systematically predicted for frameshift indel and point mutations derived neoantigens³⁵. Based on this analysis, neoantigens derived from frameshifts indels result in 3 times more high-affinity MHC binders compared to point mutation derived neoantigens, consistent with earlier work³¹. Almost all frameshift derived neoantigens are so-called mutant-specific binders, which means that cells with reactive T cell receptors for those frameshift neoantigens are (likely) not cleared by immune tolerance mechanisms³⁵. These data are all in favour of neo-peptides from frameshift being superior antigens.

Here we report that frame shift mutations, which are also mostly unique among patients and tumors, nevertheless converge to neo open reading frame peptides (NOPs) from their translation products that surprisingly result in common neoantigens in large groups of cancer patients. The disclosure is based, in part, on the identification of common, tumor specific novel open reading frames resulting from frame shift mutations. Accordingly, the present disclosure provides novel tumor neoantigens and vaccines for the treatment of cancer. In some embodiments, multiple neoantigens corresponding to multiple NOPs can be combined, preferably within a single peptide or a nucleic acid molecule encoding such single peptide. This has the advantage that a large percentage of the patients can be treated with a single vaccine.

While not wishing to be bound by theory, the surprisingly high number of frame shift induced novel open reading frames shared by cancer patients can be explained, at least in part, as follows. Firstly, on the molecular level, different frame shift mutations can lead to the generation of shared novel open reading frames (or sharing at least part of a novel open reading frame). Secondly, the data presented herein suggests that frame shift mutations are strong loss-of-function mutations. This is illustrated in FIG. 2A, where it can be seen that the SNVs in the TCGA database are clustered within the p53 gene, presumably because mutations elsewhere in the gene do not inactive gene function. In contrast, frame shift mutations occur throughout the p53 gene (FIG. 2B). This suggests that frame shift mutations virtually anywhere in the p53 ORF reduce function (splice variants possibly excluded), while not all point mutations in p53 are expected to reduce function. Finally, the process of tumorigenesis naturally selects for loss of function mutations in genes that may suppress tumorigenesis. Interestingly, the present disclosure identifies frame shift mutations in genes that were not previously known as classic tumor suppressors, or that apparently do so only in some tissue tumor types (see, e.g., FIG. 8). These three factors are likely to contribute to the surprisingly high number of frame shift induced novel open reading frames shared by cancer patients; in particular, while frame shift mutations generally represent less than 10% of the mutations in cancer cells, their contribution to neoantigens and potential as vaccines is much higher. The high immunogenic potential of peptides resulting from frameshifts is to a large part attributable to their unique sequence, which is not part of any native protein sequence in humans, and would therefore not be recognised as ‘self’ by the immune system, which would lead to immune tolerance effects. The high immunogenic potential of out-of-frame peptides has been demonstrated in several recent papers.

Neoantigens are antigens that have at least one alteration that makes them distinct from the corresponding wild-type, parental antigen, e.g., via mutation in a tumor cell. A neoantigen can include a polypeptide sequence or a nucleotide sequence

As used herein the term “ORF” refers to an open reading frame. As used herein the term “neoORF” is a tumor-specific ORF (i.e., neoantigen) arising from a frame shift mutation. Peptides arising from such neo ORFs are also referred to herein as neo open reading frame peptides (NOPs) and neoantigens.

A “frame shift mutation” is a mutation causing a change in the frame of the protein, for example as the consequence of an insertion or deletion mutation (other than insertion or deletion of 3 nucleotides, or multitudes thereof). Such frameshift mutations result in new amino acid sequences in the C-terminal part of the protein. These new amino acid sequences generally do not exist in the absence of the frameshift mutation and thus only exist in cells having the mutation (e.g., in tumor cells and pre-malignant progenitor cells).

FIGS. 3 and 4 and the data discussed above provide the answer to the question: how many cancer patients exhibit in their tumor a frame shift in region x or gene y of the genome. The patterns result from the summation of all cancer patients. The disclosure surprisingly demonstrates that within a single cancer type (i.e. colorectal cancer), the fraction of patients with a frame shift in a subset of genes is much higher than the fractions identified when looking at all cancer patients. We find that careful analysis of the data shows that frame shift mutations in one gene are found in 14% of all colorectal cancers and frameshift mutations in 8 genes together are found in up to 50% of all colorectal cancers.

Novel 3′ neo open reading frame peptides (i.e., NOPs) of APC, ARID1A, KMT2D, RNF43, SOX9, TCF7L2, TP53, and ZFP36L2 are depicted in table 1. The NOPs, are defined as the amino acid sequences encoded by the longest neo open reading frame sequence identified. Sequences of these NOPs are represented in table 1 as follows:

APC: Sequences 1-196, more preferably sequences 1-60.

ARID1A: Sequences 197-297, more preferably sequences 197-232.

KMT2D: Sequences 298-552, more preferably sequences 298-337.

RNF43: Sequences 553-595, more preferably sequences 553-566.

SOX9: Sequences 596-608.

TCF7L2: Sequences 610-680, more preferably sequences 610-630.

TP53: Sequences 681-708, more preferably sequences 681-696.

ZFP36L2: Sequences 709-717, more preferably sequences 709-714.

The most preferred neoantigens are APC frameshift mutation peptides, followed by TCF7L2 frameshift mutation peptides, followed by TP53 frameshift mutation peptides, followed by RNF43 frameshift mutation peptides, followed by ZFP36L2 frameshift mutation peptides, followed by SOX9 frameshift mutation peptides, followed by KMT2D frameshift mutation peptides, followed by ARID frameshift mutation peptides.

The preference for individual neoantigens directly correlates with the frequency of their occurrence in colorectal cancer patients, with APC frameshift mutation peptides covering 14.2% of colorectal cancer patients, TCF7L2 frameshift mutation peptides covering 6.5% of colorectal cancer patients, TP53 frameshift mutation peptides covering 6.3% of colorectal cancer patients, RNF43 frameshift mutation peptides covering 5.8% of colorectal cancer patients, ZFP36L2 frameshift mutation peptides covering 5.7% of colorectal cancer patients, SOX9 frameshift mutation peptides covering 4.8% of colorectal cancer patients, KMT2D frameshift mutation peptides covering 4.7% of colorectal cancer patients, and ARID1A frameshift mutation peptides covering 3.5% of colorectal cancer patients.

TABLE 1 Library of NOP sequences Sequences of NOPs including the percentage of colorectal cancer (CRC)  patients identified in the present study with each NOP. The sequences  referred to herein correspond to the sequence numbering in the table below. % CRC Se- pa- quence Peptide ID gene Peptide Sequence tients   1 pNOP255295 APC MLQFRGSRFFQMLILYYILPRKVLQMDFLVHPA 2.822   2 pNOP124349 APC APVIFQIALDKPCHQAEVKHLHHLLKQLKPSEKYLKIKHLLLKRERV 2.555 DLSKLQ   3 pNOP344680 APC YFITFCHGKYSRWIFLFIQPECSEPR 1.335   4 pNOP39262 APC AKFQQCHSTLEPNPADCRVLVYLQNQPGTKLLNFLQERNLPPKVVLR 1.068 HPKVHLNTMFRRPHSCLADVLLSVHLIVLRVVRLPAPFRVNHAVEW   5 pNOP200871 APC CLQFRKMTMGMKQNQSSLKNQMKTKRKRQKKLLILKRTY 0.648   6 pNOP68492 APC KNVLFLPCQQSHHVKQKSQPRLLQNYLHLWQGNQVSCLCTNFYHHKT 0.61 GCNPKSMLVLHRGMICHGCIVLKGHL   7 pNOP433821 APC IFFRSEISLQKWCSDTQKST 0.381   8 pNOP53481 APC NMPQIFLHHRNSHFHSQRVHLDKAVKPNICLQAVRIRPHLHLMPRGR 0.381 ISSIQVLHRVEVVSLKRLPLAKFLLLTKKQYRLIV   9 pNOP212577 APC QMREMHLEEALLPIHIQTLTISLSRKIQIGHVLCLMPN 0.305  10 pNOP475043 APC IVLVLKKIEVWRENAELV 0.305  11 pNOP620105 APC YPANSRNKRKDWN 0.229  12 pNOP22093 APC LCLAPKTAVYPCDSLDVFLSSSSFYMAMTKTLYCWEIPGAVKRLGPG 0.191 PVQHSTTSFTHSLMTREAGVKSESFIFWNRYALTVKPVGSGRKLMNQ AWTRTKIQCQLLLNIRSVLLCVF  13 pNOP441505 APC RLTAGYCECFEEFVLASRCK 0.191  14 pNOP632151 APC KKRLELGQLKIL 0.191  15 pNOP89454 APC NKVSKDNQGIKVQLILFILRALMINTSSSNHILDSRNVFLHTGHGEP 0.191 MVQKQIEWVLIMELIKM  16 pNOP100473 APC KFGERTRNWSRQLPSSNRKSRNFFKARFADLHHCSPDCQSHGRSVSH 0.153 SYLSGRQKFWVYH  17 pNOP108458 APC SKANQSCDGRTTRYLPGYGKTSTAKNSQNSANRKGHTSYTTAFTVPS 0.153 NRSREVISEQA  18 pNOP120488 APC ATTIQQQKIQELLQSEVCRSPPLQPRLPKSWKKCQPFIPLRKTEVLG 0.153 LPLNYIV  19 pNOP296350 APC HTLCTSKADKSSGNQGGNGVFIVVNAWYS 0.153  20 pNOP471295 APC ETKSPRSRIRCSALIRNF 0.153  21 pNOP515199 APC DVIRRHRKQILLIPCK 0.153  22 pNOP154897 APC QVIWEPRYALTVKPVGSGRKLMNQAWTRTKIQCQLLLNIRSVLLCVF 0.114  23 pNOP252656 APC GISWQIGLRSTRMPILCLLAQACHLFMLGNKKP 0.114  24 pNOP331017 APC YWQHDCPFTIFEYYSVTQLLFIKRKLR 0.114  25 pNOP333709 APC FKICHRYSFITETVIFILKEFIWTKQ 0.114  26 pNOP396063 APC GPQANPKREQLSTNFITTLKIS 0.114  27 pNOP458837 APC PEGNWNMKQGKSELRWKNN 0.114  28 pNOP525451 APC NTRRMYYFCHANKVIT 0.114  29 pNOP68811 APC PEFSKSKRTYFVYDSFYSPKQQKQRGHLRTSMKPAHMMLSGRMKVKE 0.114 WEKSTWQLLVMVRVQLHEWTMKQPVF  30 pNOP105449 APC VPARIWKNEHRGHLRTSMKPAHMMLSGRMKVKEWEKSTWQLLVMVRV 0.076 QLHEWTMKQPVF  31 pNOP113394 APC FPWSKTAVKNVPPFLWKPGRICIKPFWRVQSCSYGFISKKRVCKWKQ 0.076 RKYWIFRRT  32 pNOP244561 APC KNLRKRGHCFLLILTKKKRKKTGITLNFRISLKE 0.076  33 pNOP269190 APC TPQVPTTFWTAGMCFSIQVTGSQWFRNKSSGF 0.076  34 pNOP330901 APC YMCCRWCTCIFGWHSYLPEPDKHFSHY 0.076  35 pNOP368169 APC NPRLNPILKMMKVSFAVMVNTQPT 0.076  36 pNOP459502 APC PRNNTDLLCRRYSNMFFKM 0.076  37 pNOP514964 APC DMFYALCQIRIQEIFK 0.076  38 pNOP525461 APC NTSTTSSNSSNQARST 0.076  39 pNOP536966 APC AKTIKESKYNLSCLY 0.076  40 pNOP545659 APC KFFLTNRYDQKAIGI 0.076  41 pNOP612365 APC RSCERSSSSVTAP 0.076  42 pNOP69534 APC VLSVTLTKKTTIKKMNLSKRLSPLTHRENQVNLKHQAMLLNHFMLKI 0.076 PQFVSQETVLSVLLVLTLKMTCCRNV  43 pNOP138480 APC IEVSLNPYFRNNPLFPSHPKTYQTEGQQLMKSYRILLLKILRFAFLI 0.038 IPL  44 pNOP152447 APC FIFQEFEIAPQVQVLFLKKAHPLRLQPPKALVKVKQPPLLLEEPSHL 0.038  45 pNOP198985 APC SVMHVELCGISQQEILKTRKHYGTWGQLACSRTSFIQSTK 0.038  46 pNOP207088 APC VPRHLIVVSRDTSINSMVIMFLTPIDMMIIGQTILILAT 0.038  47 pNOP208063 APC ASLCVKKMTMKMISLPIIVNVTLKKNSMKKKRDQQIIA 0.038  48 pNOP211063 APC LLEKELEEGHSQVNLKNEIPFLQKAEVQMRLKEEKPHL 0.038  49 pNOP211568 APC NCGQKCPSVLMEAGKDLYQAVLESAVLFLWVHFQEEGL 0.038  50 pNOP398231 APC KILQYVFQDVVHYHLCHQLKMK 0.038  51 pNOP454649 APC KDVARSWKCESIDGMCFRS 0.038  52 pNOP466104 APC VPYGICQHIALRIKLIYVL 0.038  53 pNOP486470 APC TLEGKVLHRMKDGQDPNT 0.038  54 pNOP524901 APC NIMKRNVMWISLLIIV 0.038  55 pNOP526125 APC PIKYIVQIIWMIMMEN 0.038  56 pNOP547138 APC KWSASKGCHLQSFFY 0.038  57 pNOP559516 APC TSDLSCCVCSNETFI 0.038  58 pNOP640763 APC QRLCIVGKFPGQ 0.038  59 pNOP641160 APC QYRQFKSQGISS 0.038  60 pNOP717530 APC TLCSGDPTHV 0.038  61 pNOP109202 APC YVRLPGLGSGRPFARFCTTLSSRVLEHRRQQELRPAGDEEPGRRSYF <0.01 WPLGERLAGST  62 pNOP164140 APC KIIPRSSMISSQIMKIESEEVLLLIHLIITRLLKELLTVFHEMIL <0.01  63 pNOP166473 APC SIMMEDQQSAMILHGLILKVLLDFQSIGQEPGNVSTANIHHPFLE <0.01  64 pNOP171017 APC PLQYYTKTICWNGFDKLDFWRCSQQGYAMLYERLHESTCGPTKI <0.01  65 pNOP198614 APC SKKASPDCFKITSTCGKETKSAACVQTSTITKQVATPKAC <0.01  66 pNOP203842 APC LTVFQKRQIQTLKIQKIIRQNKMWVMAVFPCVPWVWKIA <0.01  67 pNOP209147 APC FCYAQREKSQAFPCEKDNGPGPASICVFFCTQQKSVRW <0.01  68 pNOP223140 APC WKELLGMRERGGGRKYLNNYKEVLKMKLWLLLDRLIY <0.01  69 pNOP231193 APC VLLTNYLNFQGHHPLVLLQLSPQVLEKCHIHLQVDR <0.01  70 pNOP246740 APC PYLNWMTIKQRKVIFLQNALILLCPKGKVTSLSV <0.01  71 pNOP262357 APC FRNFRPNETAPSSKHAFNLSRQDNDSYSRSSK <0.01  72 pNOP262906 APC GRGFQGDYRPLQNYCKWTVKCMGLLMTTTVLH <0.01  73 pNOP270883 APC AQQTFIIPSSSKHLEKNWKFIFNSFCFIRIQ <0.01  74 pNOP272083 APC EENWRNLLHLNLFLHHLDQLLPLGPRHKLQF <0.01  75 pNOP274267 APC IRKTCISTPVNFHQRSSKPNLKKKIGGICFI <0.01  76 pNOP281689 APC ALGEELEVHLQFFLLHQNPVKKQKVRMKNM <0.01  77 pNOP283121 APC EGYPGHFITGARAGAFRGTTGHCRIIASGL <0.01  78 pNOP285366 APC ITTQRSEIPKLTAQNPVEPINLSAILGLTL <0.01  79 pNOP285606 APC KIYRDQIQNMVYPLIQKILIGKLFRKVQIP <0.01  80 pNOP288797 APC QVIWEPRWKWCIHCCQCLVLMIRMICRELC <0.01  81 pNOP290267 APC SKANQSCDGRTTRYLPGYGKTSTEVISEQA <0.01  82 pNOP291694 APC VLPFLICLYPHIRLFRLVDGENSHLISVPL <0.01  83 pNOP299057 APC NQESLWDHHFILHLIKKKNPLQVIKAHEF <0.01  84 pNOP305102 APC APQCQKRKSLQDSRVIMKNIVPEIWVAY <0.01  85 pNOP317504 APC ANRTLPNKQVYPRMPVVFQEVSLPPKD <0.01  86 pNOP320163 APC GDYRPLQNYCKWTVKCMGLLMTTTVLH <0.01  87 pNOP321066 APC HAQEPHSFKAQNDCYGKCCSFKESHGK <0.01  88 pNOP322417 APC KKMNFLPQIVLLRPFPQVLQMVLNQRL <0.01  89 pNOP323347 APC LLLITTQALGKAAQIALQLGHLRSQLQ <0.01  90 pNOP358839 APC VVYIKLLLLHVYLDKLRLIQIPSFP <0.01  91 pNOP360210 APC APFWVLPCDICLKERKNETKKILC <0.01  92 pNOP366823 APC LPRQLYIHATVWMSSSPHPAFTWQ <0.01  93 pNOP370727 APC RKYLNNYKEVLKMKLWLLLDRLIY <0.01  94 pNOP371340 APC RSQAICEIRIKPCCQADIPNRWVK <0.01  95 pNOP373907 APC VGQVKHLLDQDLEIRPLQDLPSNH <0.01  96 pNOP374715 APC WNVPHSVLAAQANTVHLVGLLLPE <0.01  97 pNOP389496 APC THTSETIHFSPVIQRHTRQRGSN <0.01  98 pNOP391151 APC WQCSHAYRGFGKSPELLYSGGCP <0.01  99 pNOP394532 APC ELRTVPLTILDLEDLPQVILPR <0.01 100 pNOP400812 APC NFLECLQLNQVEVNLIDQKDLY <0.01 101 pNOP406915 APC TLFQEPNKVKKTKYPQKEHGEK <0.01 102 pNOP409301 APC ACEVQGCQYYVSWLKLAISSC <0.01 103 pNOP412763 APC FRFHPFPEIRNLSGITISSYT <0.01 104 pNOP420385 APC PVAGMYKLRNAKKEKAFKTQG <0.01 105 pNOP433641 APC HTLCTSKADKSSGNQDTRLL <0.01 106 pNOP434724 APC KGINPQKRIECLMEFVSTLH <0.01 107 pNOP457669 APC MVHLHFWLALLLTGARQTL <0.01 108 pNOP467541 APC YVSIHTFVCSGWWMAKTPT <0.01 109 pNOP468037 APC AIYTERCGIKNNASSSGK <0.01 110 pNOP471165 APC ERQKKIRNQRLKLPATQN <0.01 111 pNOP482475 APC RGSGQGQCSTPQHHSLTA <0.01 112 pNOP486128 APC TDEPTEPYQTNRFIQECQ <0.01 113 pNOP487292 APC VDLYSLLAETQFPLVEME <0.01 114 pNOP488775 APC WTRSSKHLRLLLHPTKIS <0.01 115 pNOP490250 APC ASCSKCCSSEGPGSSRC <0.01 116 pNOP501789 APC NQDKIILSLYQRLMKVL <0.01 117 pNOP502953 APC PPTNNQLIRHKLLQSSQ <0.01 118 pNOP504281 APC QRRKGKRLVLRSTSESH <0.01 119 pNOP516184 APC ESFLRQQRFKETEFEK <0.01 120 pNOP521009 APC KIIPIILQNWKLRHLI <0.01 121 pNOP522194 APC KWRWDITECVQLDSYK <0.01 122 pNOP524270 APC MLREFSQTTKIQRNRI <0.01 123 pNOP525002 APC NLKVKESKEEKKFIKV <0.01 124 pNOP525366 APC NSPFKQTCLQSLEAGQ <0.01 125 pNOP529050 APC RKPSIRKRNMEKNKRK <0.01 126 pNOP540192 APC EKETNFTSKTYTTKY <0.01 127 pNOP541018 APC FERYTETRFRTWSIP <0.01 128 pNOP541108 APC FIKWHLLFLKQRMFG <0.01 129 pNOP543049 APC GTEDGELKSSTRARR <0.01 130 pNOP544730 APC ILMMMMLTFPGKRLN <0.01 131 pNOP546033 APC KKLCCPYTFKHLQFH <0.01 132 pNOP551509 APC PLLKVEVGYYGMCPA <0.01 133 pNOP555084 APC RPTNSKTRGEKYIGN <0.01 134 pNOP556098 APC RYPSLFLKKQFSQFS <0.01 135 pNOP559222 APC TPLFRWMPLTKKELR <0.01 136 pNOP559389 APC TRGTTGHCRIIASGL <0.01 137 pNOP564648 APC CQEAESAPSKFCTE <0.01 138 pNOP565904 APC DTSYCKAANKSRSA <0.01 139 pNOP571486 APC ILQCYPAPLHQEEA <0.01 140 pNOP571991 APC IVSVVVMVMVKEVK <0.01 141 pNOP574858 APC LLEKFDLIQKFQAK <0.01 142 pNOP577317 APC NLKVKTYSRLLRVF <0.01 143 pNOP577487 APC NPSPSSFGTDTRLL <0.01 144 pNOP586031 APC SYQPHRTNLQPTIS <0.01 145 pNOP587088 APC TRHGPGQKSNASSC <0.01 146 pNOP589723 APC YASQLSSKKLQAQP <0.01 147 pNOP59141 APC CTPPWARVRSPLCPLLYHPQFSGPGAPAAAGAASGRRRRARAALVLL <0.01 ATGRASGRKYLNNYKEVLKMKLWLLLDRLIY 148 pNOP592613 APC CMWNFVESLSKKS <0.01 149 pNOP598578 APC HFSSAISDPNSSE <0.01 150 pNOP599868 APC IKDSNLSNGTCCF <0.01 151 pNOP602641 APC KTRYHSYRRQKYR <0.01 152 pNOP603193 APC LESYSGRCKFHSK <0.01 153 pNOP610345 APC RDTYKLFHSYISK <0.01 154 pNOP610470 APC RFDPFKTCPATIK <0.01 155 pNOP612555 APC RSRSGRNQHGNFW <0.01 156 pNOP616618 APC TMQWNGKWHYKPQ <0.01 157 pNOP617519 APC TYTVSWPKLNFPW <0.01 158 pNOP618023 APC VLQLWSIPSRPSP <0.01 159 pNOP618027 APC VLRFWKNVIYISR <0.01 160 pNOP618122 APC VPARIWKNEHSEE <0.01 161 pNOP618153 APC VPGTNSSFKSFPS <0.01 162 pNOP619854 APC YFSDRFLRCYKWC <0.01 163 pNOP621732 APC ASMSHLYRKMWN <0.01 164 pNOP621939 APC AVELWKAKSFTE <0.01 165 pNOP625526 APC ERTTVYKLYYNT <0.01 166 pNOP628448 APC GSRRKNLICNHT <0.01 167 pNOP633163 APC KTCELYFRNQTK <0.01 168 pNOP637232 APC NLYHKILNIGHV <0.01 169 pNOP637386 APC NQGRKVHWKLKR <0.01 170 pNOP649061 APC VGRLPGAFHHRS <0.01 171 pNOP655968 APC DTCKKKCRLKK <0.01 172 pNOP658090 APC FIFRISQAQSC <0.01 173 pNOP658639 APC FTSSCCCCMFI <0.01 174 pNOP663444 APC IVKRRCEKLEV <0.01 175 pNOP664052 APC KFYSGTYPIQF <0.01 176 pNOP664687 APC KLKRNQPSKAY <0.01 177 pNOP664820 APC KMGKTQTHNRR <0.01 178 pNOP668825 APC MLSTYQKLLTI <0.01 179 pNOP669525 APC NFHLMKSIDMQ <0.01 180 pNOP673249 APC QIISTSKDIIP <0.01 181 pNOP676143 APC RPGSIMGHGGS <0.01 182 pNOP678565 APC SKCKPVFVSRR <0.01 183 pNOP683285 APC VLVAHTLHLEG <0.01 184 pNOP687997 APC CESSGKSYWG <0.01 185 pNOP691856 APC ESFDCQLRSE <0.01 186 pNOP697423 APC IIVLNIQMSS <0.01 187 pNOP700014 APC KPRERGRKNY <0.01 188 pNOP703850 APC MIQMMMILKY <0.01 189 pNOP704337 APC MVRKRNQLHQ <0.01 190 pNOP708330 APC PWTNHATKQK <0.01 191 pNOP708440 APC QCFRKGKSKH <0.01 192 pNOP708789 APC QHRIQWNPKS <0.01 193 pNOP713466 APC RWRTQIFDKS <0.01 194 pNOP718963 APC VCLQRTKSDE <0.01 195 pNOP720338 APC WDCCCQSDSF <0.01 196 pNOP721298 APC WSGFNYTNGP <0.01 197 pNOP82315 ARID1A RSYRRMIHLWWTAQISLGVCRSLTVACCTGGLVGGTPLSISRPTSRA 0.725 RQSCCLPGLTHPAHQPLGSM 198 pNOP6110 ARID1A ALGPHSRISCLPTQTRGCILLAATPRSSSSSSSNDMIPMAISSPPKA 0.496 PLLAAPSPASRLQCINSNSRITSGQWMAHMALLPSGTKGRCTACHTA LGRGSLSSSSCPQPSPSLPASNKLPSLPLSKMYTTSMAMPILPLPQL LLSADQQAAPRTNFHSSLAETVSLHPLAPMPSKTCHHK 199 pNOP16341 ARID1A APREVALRAPARRRLPAPSRLPPPAPPPPRRLRPSLSSASGPWGEAA 0.343 PPRPAGELPSPPPPPPSTNCSRRPARPGATRATPGATTVAGPRTGAP ARARRTWPRSVGGLRRRQLRRRPPREGPNKGATTRP 200 pNOP88606 ARID1A FWPHPPSAAWRSCIALWCASSVTERTRCAGRWLWYCWPTWLRGTAWQ 0.343 LVPLQCRRAVSATSWAS 201 pNOP1299 ARID1A PHGAARRRRWRQQRWGGGASSLSRGRLAAPSLRLRATLRPEPVCRRR 0.229 RRGRRLPPTTWRTTKPWPGSAAERRRRGPGALRGAPAELSRPRLPQP PVQLLLPQPQRLPPARPGLRAELPERWHSGLRRGGGCRLQAASLLQR LRLLVVFVLRSAALRGHGGRRPLRGRRGNSPAHRHPHPQPTAHVAQL GPGLPGLPRGRLQWRAPGRGRRQGPGGHGLAVLGGCGGGSCGGGRLG RGPTKEPPRAHEPREQRRRGAAARPDPSAIQSNGSDGQDETSAIWRD 202 pNOP5538 ARID1A PCRAGRRVPWAASLIHSRFLLMDNKAPAGMVNRARLHITTSKVLTLS 0.229 SSSHPTPSNHRPRPLMPNLRISSSHSLNHHSSSPLSLHTPSSHPSLH ISSPRLHTPPSSRRHSSTPRASPPTHSHRLSLLTSSSNLSSQHPRRS PSRLRILSPSLSSPSKLPIPSSASLHRRSYLKIHLGLRHPQPPQ 203 pNOP323677 ARID1A LRSTRTKNGGNLQPTSMWAHQAVLPAP 0.191 204 pNOP43369 ARID1A TNQALPKIEVICRGTPRCPSTVPPSPAQPYLRVSLPEDRYTQAWAPT 0.191 SRTPWGAMVPRGVSMAHKVATPGSQTIMPCPMPTTPVQAWLEA 205 pNOP160041 ARID1A QGPLHLTTSPHQACRITFLRYPALLPCPGQWRTAPLLASLHSCTLG 0.153 206 pNOP81513 ARID1A KSSISSVSMPLNARLNGEKTLPQTSLQLLIPRSPSPRSSLPLLRDQD 0.153 LCRGPRLPSQPAVPWQKEET 207 pNOP13360 ARID1A SSSVSFLSSYLPSPAWHPRPFPVPCWLSRQCCSVSLRTTLACCSARQ 0.114 PDATSATQWPVGQHHASFHEPIKHCPRSRLYAEEPPDAPVQFPPARL SLISASAFRRTDTHRHGLLPAELHGELWSPGGSVWPTRWLPQAAKL 208 pNOP109934 ARID1A ETSGPLSPLCVCEGDWWIDSGQQEQKMAGTCNQPQCGHIKQCCQLLE 0.076 KAVYPVSLCL 209 pNOP205126 ARID1A QQQRVHQGQQTRRGPHLMDLQKNGSQPLWMTCCLLGLAP 0.076 210 pNOP3000 ARID1A PILAATGTSVRTAARTWVPRAAIRVPDPAAVPDDHAGPGAECHGRPL 0.076 LYTADSSLWTTRPQRVWSTGPDSILQPAKSSPSAAAATLLPATTVPD PSCPTFVSAAATVSTTTAPVLSASILPAAIPASTSAVPGSIPLPAVD DTAAPPEPAPLLTATGSVSLPAAATSAASTLDALPAGCVSSAPVSAV PANCLFPAALPSTAGAISRFIWVSGILSPLNDLQ 211 pNOP317526 ARID1A APGAAAAGGSRSPGPLSHPVQWIRWAR 0.076 212 pNOP40276 ARID1A AATKWSGGGTAWRCSGKTPWLHSPTSRGSWTYLHTPRAFACLSWTDS 0.076 YTGQFALQLKPRTPFPPWAPMPSFPRRDWSWKPSANSASRTTMWT 213 pNOP120573 ARID1A CLAQCQLPQCRHGWRHKPHGCRRSNAWTAWHPTLWHTPSREDESRLH 0.038 GQPALWP 214 pNOP140600 ARID1A SPGPLFHPGPQCRPFPAETGLGNPQQTQHPGQQCGPDSGHTPLQPPG 0.038 EVV 215 pNOP141882 ARID1A CGHDAAGCPRAACLGQGGREPLRVYSVRITAVGHLGITVDELIGFTS 0.038 HL 216 pNOP162214 ARID1A APTSRRPPEPISIPVWPRPCLCTPWHQCPAKHATTNDGRPHTGIS 0.038 217 pNOP204073 ARID1A NAAHRSEGQPRRLVAFPWHTPAPIWSLCPCAPHDKAPSI 0.038 218 pNOP221454 ARID1A RSMRWVTQDRERYWILGGSARCLVQLPWRVGKKKKNF 0.038 219 pNOP22341 ARID1A TITSRSRPAAAVAAAAMGWGRLLTQPRPPCRPQPTASGNPTAGARLP 0.038 SPPPRPPSSTNNMADNKALAWQRCRAAAAGAWSPTRGPSRTLTTTAS PTTSTTPTTPTAAPTPRPPRPTR 220 pNOP26533 ARID1A HGRAGRPRRRQQPGQPAAAAALGAEESRAAAAGGGGGRGGGGGSGRA 0.038 RGNEGSRRAGKRGPRRGAAAAAGKGAAGRGREQWGWRRRR SRQRRRARRGAGPEELERERGP 221 pNOP271959 ARID1A DVQTPRAAAHPGQADPAAPQAPRTEAGTTNL 0.038 222 pNOP28543 ARID1A FLWQSVLHPRHPFWQPLPQPADYNVSTATAELQAANGWHIWPSCQAA 0.038 RRGDVQRAIQHWAGAASAAAVAPSPAPACQPATSCPAFPSARCIQPV WQCLSCHCHSCY 223 pNOP339133 ARID1A PPHGDRRSSESWSEHIRDFQQPRRAE 0.038 224 pNOP355250 ARID1A RKPSSSSGRRRGARRRRRQRPSAGK 0.038 225 pNOP390796 ARID1A WAAPYRHQLRLLSKAPCGRGVMT 0.038 226 pNOP419746 ARID1A PIIMPTGRARALPPRAPPIMA 0.038 227 pNOP450666 ARID1A EMWRWDHDSTIPMEVLMTE 0.038 228 pNOP484623 ARID1A SHQLQHPHHTVRSPHCQA 0.038 229 pNOP709605 ARID1A QSEDGAWNRA 0.038 230 pNOP78127 ARID1A YGWHDQPSGTPIFHGWNHGQQFCRDGSQPRDDGPWGCKVNSSHQNEQ 0.038 QGRWDTQDRIQIQEIQFFYYNQ 231 pNOP84384 ARID1A PKEPGVPGDGCGTAGQPGSGGQPGSSCHCSAEGQYRCIPPGLPRGQP 0.038 CRHTVPAEPGQPPPHAEPTL 232 pNOP86506 ARID1A KGGGTGPRGELQQSGVVVGLLGDAPGKHLGYTRQHLGAVGPISIPRE 0.038 HLPACPGRTPTLGSLPFS 233 pNOP108335 ARID1A RTNPTVRMRPHCVPFWTGRILLPSAASVCPIPFEACHLCQAMTLRCP <0.01 NTQGCCSSWAS 234 pNOP115908 ARID1A TTRQMGHPRQNPNPRNPVLLLQPMRRSPSCMSWVVSLRGRCGWTVIW <0.01 PSLRRRPWA 235 pNOP144966 ARID1A RQPPGRKARAPPWGRRSRWERSCRTGPRAMGVAAAAEPAAAAGPARS <0.01 RT 236 pNOP145255 ARID1A SHTACVEAEEAAHNERHWNPGGMAGNDVPQVWSPGREHMGIRYHQHP <0.01 AV 237 pNOP152466 ARID1A FLWQSVLHPRHPFWQPLPQPADYNVSTATAGIQPCSPAPANGEPHLS <0.01 238 pNOP157058 ARID1A AYPDPLREQDRAAAFPASRTLPTSPSEACDNSRGYTRDNRPGGAPT <0.01 239 pNOP171474 ARID1A QVSIPALWDENAEGRSPSTCLAHSTCPCAAPHDSAGYHLPTWLC <0.01 240 pNOP187097 ARID1A DLSHMAGLTHTRSNRDLRQDRSKDMGTQGSHTGPRPRSGTR <0.01 241 pNOP222331 ARID1A TEQMKCCTQIRGPTTKARGLPMAHASPHMVPLPLCPP <0.01 242 pNOP232518 ARID1A CGGLPARCLPWPRWTRTTQSLLCTNHGCWTSRYHR <0.01 243 pNOP251638 ARID1A DPTVYPSGLAGFSCQALRLCVQYHSKPVICARQ <0.01 244 pNOP266437 ARID1A PRMELRVQRPSRRAASFHLALAQHRATGTSRS <0.01 245 pNOP272985 ARID1A GKLQGVIPSCPQGRAPTAGWVTPTVVLPALG <0.01 246 pNOP280686 ARID1A VTPPWATGLMALTWPICHLRLGQGCVPHQGA <0.01 247 pNOP28463 ARID1A CTVFDWPVMTAVGHLPPPCVCACVENLETDCCPLFMQNHLRIQFTLC <0.01 CPASPLGKSLSCFSLLLPPPLPPSPHAFLFLVLTLLPSGPYPTLFEK TKLCLHRRLFLF 248 pNOP286473 ARID1A LPAPTKHAESHSSGIQPCSPAPANGEPHLS <0.01 249 pNOP289760 ARID1A RTALPPHSSSRARPASSTCRTHPLSQLVWT <0.01 250 pNOP325333 ARID1A PLQSCCRPWARKCGDGTTTALSLWRSL <0.01 251 pNOP326245 ARID1A QQHHDLQPQSAPRVARAPCRIFPTMPD <0.01 252 pNOP329083 ARID1A TGKPKKLLSPCMLLPTLSKTGRQATPI <0.01 253 pNOP342491 ARID1A STLRDPHIPWVEPWPTILQGWQPAQR <0.01 254 pNOP345053 ARID1A AGAIQLGSRMPLMMEVTPHSRSGIP <0.01 255 pNOP357957 ARID1A TPWVPEVKCMDSLASHLMAHSLQGG <0.01 256 pNOP363287 ARID1A GKHEHWGPTAESHAFQPRLGDVFS <0.01 257 pNOP366177 ARID1A LASHDSRGTPPPPVCVCVCGELRN <0.01 258 pNOP382230 ARID1A LCQQAEHGLCPPGPRLSWREPNR <0.01 259 pNOP391130 ARID1A WPRRSPPPPPAAWATRRRRRPRS <0.01 260 pNOP39264 ARID1A ALGPHSRISCLPTQTRGCILLAATPRSSSSSSSNDMIPMAISSPPKA <0.01 PLLAAPSPASRLQCINSNSRYPALLPCPGQWRTAPLLASLHSCTLG 261 pNOP399373 ARID1A LHIPEAEFHDSKPWVSAQYEYL <0.01 262 pNOP460168 ARID1A QICLLWVGNLWTSIASMCL <0.01 263 pNOP471545 ARID1A FGGISPSHLALLKPHSLC <0.01 264 pNOP472965 ARID1A GRARRYEPEPSVKTLQLA <0.01 265 pNOP503306 ARID1A PSTEPPEHQDPRGRTPQ <0.01 266 pNOP525902 ARID1A PFQARTSQLQRIVRRS <0.01 267 pNOP526697 ARID1A PRTENATGSWEVQQGV <0.01 268 pNOP532250 ARID1A SSSHGGWGRRRRTSRS <0.01 269 pNOP535077 ARID1A WELDLLMDKGLIVWLA <0.01 270 pNOP536697 ARID1A AFSQDPPACLIYLVQ <0.01 271 pNOP539995 ARID1A EFRGHQGEQQVSIWH <0.01 272 pNOP561120 ARID1A WGACPMSQIRILMAA <0.01 273 pNOP564630 ARID1A CPSSLVSWQRAHGH <0.01 274 pNOP568326 ARID1A GDSLFRQGQASFRE <0.01 275 pNOP57388 ARID1A AHQGFPAAKESRVIQLSLLSLLIPPLTCLASEALPRPLLALPPVLLS <0.01 LAQDHSRLLQCQATRCHLGHPVASRTASCILP 276 pNOP578746 ARID1A PLPPAAAAAAAATT <0.01 277 pNOP580855 ARID1A QWPAALADWWGGHH <0.01 278 pNOP583798 ARID1A SCCTTSTQNGSRHH <0.01 279 pNOP584557 ARID1A SLHVLRAGPQRRDG <0.01 280 pNOP596649 ARID1A GEGHGHDKSACCG <0.01 281 pNOP600191 ARID1A IPSTSCCMMTTAS <0.01 282 pNOP600818 ARID1A KCRRQVPQYLPRT <0.01 283 pNOP616167 ARID1A TGRRPSPRHLCSC <0.01 284 pNOP616285 ARID1A THWFHKSFVMYCF <0.01 285 pNOP624639 ARID1A EEDVGGPLSGLH <0.01 286 pNOP628397 ARID1A GSLWQHEESSRE <0.01 287 pNOP643975 ARID1A RTRTGTRALGPP <0.01 288 pNOP650952 ARID1A WTSRKTDHSHYG <0.01 289 pNOP658966 ARID1A GCSARHHVAGA <0.01 290 pNOP667279 ARID1A LMKRRRNRTKG <0.01 291 pNOP700714 ARID1A KTLEPRRHGG <0.01 292 pNOP704301 ARID1A MTSPWGQKEL <0.01 293 pNOP708028 ARID1A PSTSVSSQGC <0.01 294 pNOP708425 ARID1A QASSKDRTEE <0.01 295 pNOP718154 ARID1A TRRGRRRGSS <0.01 296 pNOP76377 ARID1A FQEVPAQDPASLSCGIRIYAGAPDSPVNQQFHGRRRRLKATNSSIHT <0.01 TQSDPPIARHEQEQFSWDPGCL 297 pNOP91542 ARID1A HGQYATSGWVRDVSPTRGHEPENPRNCCRHACCCQLYPKQAARLPQY <0.01 ESRGHDGNWTSLWTRD 298 pNOP234091 KMT2D GPRSHPLPRLWHLLLQVTQTSFALAPTLTHMLSPH 1.491 299 pNOP134 KMT2D TRRCHCCPHLRSHPCPHHLRNHPRPHHLRHHACHHHLRNCPHPHFLR 0.972 HCTCPGRWRNRPSLRRLRSLLCLPHLNHHLFLHWRSRPCLHRKSHPH LLHLRRLYPHHLKHRPCPHHLKNLLCPRHLRNCPLPRHLKHLACLHH LRSHPCPLHLKSHPCLHHRRHLVCSHHLKSLLCPLHLRSLPFPHHLR HHACPHHLRTRLCPHHLKNHLCPPHLRYRAYPPCLWCHACLHRLRNL PCPHRLRSLPRPLHLRLHASPHHLRIPPHPHHLRTHLLPHHRRTRSC PCRWRSHPCCHYLRSRNSAPGPRGRTCHPGLRSRTCPPGLRSHTYLR RLRSHTCPPSLRSHAYALCLRSHTCPPRLRDHICPLSLRNCTCPPRL RSRTCLLCLRSHACPPNLRNHTCPPSLRSHACPPGLRNRICPLSLRS HPCPLGLKSPLRSQANALHLRSCPCSLPLGNHPYLPCLESQPCLSLG NHLCPLCPRSCRCPHLGSHPCRLS 300 pNOP21934 KMT2D ARVMPVPVFLAQSPSWALQTRRGVAPCPWSWGSLRMLVQPEMRAPYG 0.648 SVLTHCQRLMTHYCAMLGQLSAEAKLRGRRGGGAAPQPVPASNRVAA AVSQEDAGLVEEPMEDVVEDGPG 301 pNOP111349 KMT2D PTLRWGLGGSQQPCPRGQQVSSMPRSQVGSPPILSGPLGRVHLWAPP 0.259 LPCVSLSLRQ 302 pNOP170800 KMT2D NRLMRRLNGRPCCGGWSQDPWALRSALPLLLMPLNPAWHLCSLR 0.259 303 pNOP58594 KMT2D SKSLASFSGENGCTCSVWGALCSTPSDSCCLTRWLTFIVPLPSIPWA 0.259 TRPRASIGASAPTIVAAAIAVLLVRTTGGRSL 304 pNOP17440 KMT2D WTARSWLVRIKIQNRQLMDLQLLRTQVPLSQTCPTHMWERSLSLVLG 0.194 VPGFRRLLRTAVGVRCGVVLSVTAGSPVYTGSGSYGALSCHLIGPGV QWCPLGGAQGPMRQCCPVRTYHRLVSLRALHLPT 305 pNOP118816 KMT2D PTGPTSPHSPAARGTGQPAPRCCPHHFHWQPHYPRRLVYLCGRVPEA 0.13 AGGLGAWP 306 pNOP144483 KMT2D PVRLTDRPYISAFPRSQGHWAARPPLLPPPFSLAAPLPPPACLPLRT 0.13 GS 307 pNOP189145 KMT2D LLGPNLRPLRAAVLCPLAHCPPTLSPECLPVLSPSPAPSLH 0.13 308 pNOP408074 KMT2D VTRRHHPRRCPPPHPHRCSRRW 0.13 309 pNOP413106 KMT2D GEAKLPSPCSRPHLLGSPGRP 0.13 310 pNOP11179 KMT2D APCQGPKWAAPQFCPVPWDGCICGHPLSHAFHFPSGSRGAFPKAPCP 0.065 SAWSPATPWDQQPFWARPHLGQASKHKLHSSHRELPPIGQPPGAQQR VHRGELWAVPTTPSVGSATTCTRRIPPLPVPWSLTAIRHHLSCRKAR RPRDWNG 311 pNOP129784 KMT2D KHCSCYAQSTVRGLHIWRRLAVQCVRGQGSCVTCSSVPAVGITITGP 0.065 AWTLL 312 pNOP139704 KMT2D PSPGCSVPPSWHSRVRALWDTGWSQPSSSSSNNSTNSKGPWQGCPIF 0.065 SRV 313 pNOP143520 KMT2D LCLLPALRGKACGACCTSRAGAHEGERARAPVLSLRRCVADRNWHGL 0.065 AA 314 pNOP16127 KMT2D KAAVRHCRGPFFKVDSLWAICPPAAQWTPTQASASPRSWILGSAGAS 0.065 LARNPVSPTAPGRAQVAPRPPPPQPPPRRVRATDSPITSGVFSAGRR MRSWASCPPSHLCSMPTLIFLISSKTTQTGQAVANKS 315 pNOP179906 KMT2D ALPQAPTPGARPSAFAGPLWTGPCLSPGAPLPHGTAHLSPLS 0.065 316 pNOP187538 KMT2D FGSRSSATPCGRRRKQLQQLQEQWGLQAAGVLSPAALPLSS 0.065 317 pNOP20115 KMT2D GLFSQFGWVPTAAFPGSCRCPTARFAPATDAHPATSSCPPATPGSIH 0.065 GYGVQSRAYAKWAAWRAGRLGTPAELTASAITEAHGHHATFHVHEAA AIGNAAAAGKQLLPRYRPGQICCRRYH 318 pNOP209010 KMT2D EPWGRGRQSFRAPALAPTFWGVPEGPRGEEGRAWGILS 0.065 319 pNOP22159 KMT2D PCHHCTSGANGEDGLASQARQDWRVLSPQMPLALMTRRMGTWTPMSC 0.065 SRVKVVWSTWSAKLNWRAPSALMWSLAKRRPRKAKNASVNHIGLALV VSWCDSGNPTHARKRGLLHRRRC 320 pNOP248474 KMT2D SPLSLSLVSRHPMGSTAILGPAPPWASLKAQTTQ 0.065 321 pNOP251217 KMT2D CQCQFSWLRAPPGLSRPGGGWLPVHGVGGLYGC 0.065 322 pNOP264714 KMT2D LHTLWALCQPGDLPYLSCSLRRRGPTNPVPPL 0.065 323 pNOP28077 KMT2D PQGTSTHRAAPWGPAAGPQGRAMGCPHYALRRFCHHLHPTDPSPTCP 0.065 MEPHSDQASPLLSKSEKTQGLEWVALWRQLNSQVPRTQACPALAKQS WRSNGSASDYESC 324 pNOP29324 KMT2D GQGLDLRAHPGSLPHQEPYLQDQSLALSIPHLHHPALKSQRDLHNYL 0.065 PPAPSFPLRPSSLPPIQGPPNLRGQPWSRLLGGSHLLLPSLQIPCLA RVWDLGIPQTT 325 pNOP324899 KMT2D PADTTLVAAPHPTPIGAAEDGEWRHPI 0.065 326 pNOP363170 KMT2D GGPLEVGRCPLALTTIPSCLPRIT 0.065 327 pNOP36658 KMT2D GPYTCPPRRTWRVLLGSPLVCCMVGRRMGAGGPRTMWCGQGHLLRDL 0.065 TALLPLHQARCLHPLPLTWMSTALPLPLRDCQRFLPIHENTAAAMPR AQ 328 pNOP412059 KMT2D ELLSLSPLSQSPGRSDYPLRC 0.065 329 pNOP421083 KMT2D QRGQNHHHLQPANPQRRGANL 0.065 330 pNOP43053 KMT2D PLGVWHYLDSLVAPSLIQLWPNSSNSNILVGLDPWLALQGASSLATL 0.065 LFEASDLIQGFYRKGSCSCSSNVCSWPRNCSSSSSSNSSSSTF 331 pNOP44838 KMT2D CCSRAGVVWSVLCVRCVARPPTPHACCSVMTVILATTHTAWTPHCSP 0.065 SPRAAGSASGVCPVCSVGLLPLASTVNGRIVTHTVGPVPAW 332 pNOP483870 KMT2D RTLPAPFPLGTFSCQSPY 0.065 333 pNOP580931 KMT2D RAGGAPQGCCLCPG 0.065 334 pNOP596763 KMT2D GGCISGGGSLCSV 0.065 335 pNOP68935 KMT2D PTLPATSTSHAFLYGCEQPATGRRLPSFLSASTLSWVPALTAATATT 0.065 VAATTGNSSNLHAICHVSSLSINSWT 336 pNOP69709 KMT2D ACPPYDPSPISRLPSGAGFSHPDGAPSSSVFATPSAFPGSPKLPSFP 0.065 VLSSCPTTVRSLPVESHREGSGGLR 337 pNOP8118 KMT2D YRATTSQTRTCPPVWAGSAWGWNHAYGGSASSTAPRSPGQKPTAAAL 0.065 KSSAAAAATGTPHAAAAAAESGSTPDPTLPGAWDPDLSPPGPPGLPT STWGLPWTTDRPPPGARGRASTSGPTPAPCPTRSLIYRTSPWPCPSH TSTIQPSRAKETFTITFPQLPASH 338 pNOP102126 KMT2D TTVFIQHPTPRVLPCQLVWSWSTGPRRALSLAAPILWPWKLGSCPVR <0.01 IPSWMTILMPTRP 339 pNOP106859 KMT2D HPGLCLLKLFAHHPLPLASSPLTLILAHPHALSPVTHLPHCISHPDP <0.01 SPLKLPLRLGL 340 pNOP1069 KMT2D FKAFTGKAAAAAAATYAAGPETAAAAAAATAAAAPSRTGGNPAATAA <0.01 GSWSTDKPSSGSQAPGPYASQQPPRPPGPAAVPSTTPGAPGHAGPCP GGCVAAAAPWSFGPPGPSQTGAYDPVPGAQFPPAGTAGSGPYGTQAG HSPAAAAATTAPTARVHGRAVPSSAESDVTQWAAQTERSAHGLFTAA SAAAAAATATATSAAAAAAATTATATSAATASTAATAAAASTTAAAT ASTAATAATTATATTTAAVSTAAATAADGPFKPESNFTVSSATTAAA SGTWPWHASKASSTLF 341 pNOP108932 KMT2D VPRWREFPPVCQALVSQCLVQLVLPSSLSCGTMYRKDWDLGALRFLV <0.01 RAHLRDPVFTL 342 pNOP109806 KMT2D EAPKLSISEHPILGPCPYSSNSNNCGSNNRQQQQPPCDLPCQLAFHQ <0.01 LLDLNLAAKP 343 pNOP110054 KMT2D GEAQGGGGWTPPFSLPIHHCYPQGRARTCCQFPWPGAKARTEHDGQP <0.01 GYPDGHRAIF 344 pNOP114830 KMT2D PSAPCASELVPPAAAIACVAPMSTILLVPSVPSACSSRTRPCCVQCI <0.01 RSRGPVSKS 345 pNOP116135 KMT2D WGSQMRLSCTRWRLRKFQNLNAQPWNPVPPVLSLPQWGTFPAPPPAL <0.01 PQPWMTSLA 346 pNOP118654 KMT2D PGSSPHQQGAEARGTGQPAPRCCPHHFHWQPHYPRRLVYLCGRVPEA <0.01 AGGLGAWP 347 pNOP118804 KMT2D PSRRAVGGRRMSGKWQSLWSSLAQPCDLTRYRETCVAAVSVMRRVTG <0.01 PLMGLPVC 348 pNOP127343 KMT2D SGPCKIIQGHNLPNQDLSSSLGRVCLGLESCLRWVSFEHSSKESWPK <0.01 THSCGT 349 pNOP127724 KMT2D TRTASGLWNPWPRRQPYATAEALSSRWTPFGQSALQQPNGLLPRPLP <0.01 VPVPGF 350 pNOP137298 KMT2D CLQSPPDPSGISGRAPEPGLGPKAPGATPCPGFGTFSSKSPRHLSPW <0.01 LLH 351 pNOP137386 KMT2D CSVAWLYPEEPTRHLEPPETGEPRPRATHSAQLYLQCLQSGCATALG <0.01 PTS 352 pNOP142770 KMT2D GPQKPREMEAQKGRNSPHRRKEMMVQILQMKNPVASRAKPIHQDLRM <0.01 GA 353 pNOP144316 KMT2D PNRAGEATAAPATTRAADSAADPAQHPAAGEGNSCSSCRSSGASRQL <0.01 GC 354 pNOP152835 KMT2D GRSAQDPLPLWSLELSEMDELRSFEATRQGSPPTHNLFPERDEGEER <0.01 355 pNOP154481 KMT2D PLWRSTPNASRQQGRAHHVKNRKSHVHRWPPHHPLSSNPTSLTRSLI <0.01 356 pNOP155302 KMT2D RSPTPMRCCSQRAPPGQALSQRRGKLRVLVGRKRVWKARAQTLALIG <0.01 357 pNOP161094 KMT2D SSGERFQQLTKPPTCKRPKITGQLTASTRCRSRLRARSTSRPRWAT <0.01 358 pNOP165656 KMT2D QRIPYFLPKTTHGGTACSLLEVQGVPGVPGLWGGLSRTESQLGVV <0.01 359 pNOP169094 KMT2D GKTQPLWMGLMLRVHSQSLDRPLAVWLVNLKAPLCSWTPRSWPL <0.01 360 pNOP172213 KMT2D SHCKGQDGGFERHQESDGSGQHWGGTWYEQTASVSASPEALGGT <0.01 361 pNOP172370 KMT2D SQLLLPLRLWLLTLIALPVRRRRKKMMTPCRIPWFSSPTQTNLS <0.01 362 pNOP172794 KMT2D TRRGKALTLWGLTTPACPTPAPASAQLSAAAATSEASRTTAAAS <0.01 363 pNOP17361 KMT2D RSRLVYTASPGRLCVPSSALPKKLAVSSQKLMLRSSSWLQSSRARSR <0.01 NNWIRSGNSRRSTLISWQNIGTSSSNNSSSSSNNSNSTQLCWLSALP RVPGCSPSSLVSCSLAMGCSHHRGLRVGKPEVFA 364 pNOP174645 KMT2D EEGAAEEAAAFSTVAACPAAAATAAAAFPTVCTRPCPGHVFAT <0.01 365 pNOP175361 KMT2D GVAVPYPAAPTDAAEGARGADWCTPQVPEGSVCQAAHCQKSWP <0.01 366 pNOP178870 KMT2D TISAWHWWFHGATAEIPHTHEKGACCTGGGVEWGWAARRGDTC <0.01 367 pNOP182619 KMT2D LPANVLAGSALNAKCAKPAGNLGMTLRCWFVRRVTKDTILSA <0.01 368 pNOP183568 KMT2D PRGSRGDLAVICRTMWQLGVARSGVLVIPPSLVPTRPLLLRE <0.01 369 pNOP185368 KMT2D TRVELYCLLSNNSSSKWHLALACQQSLFNTFLALEPWVQPSS <0.01 370 pNOP18835 KMT2D KAAVRHCRGPFFKVDSLWAICPPAAQWTPTQASASPRSWILARNPVS <0.01 PTAPGRAQVAPRPPPPQPPPRRVRATDSPITSGVFSAGRRMRSWAS CPPSHLCSMPTLIFLISSKTTQTGQAVANKS 371 pNOP188940 KMT2D KTWRPMTPTWMTCSMETSLTCWHILILSWTLGTRRISSMST <0.01 372 pNOP191904 KMT2D STPLVPKGTVTLSHRWLPPSWRHPSALHQKLTALTLSLSPL <0.01 373 pNOP193752 KMT2D CRTCVWYVAALAGGQRATSLPVRSALSAITLTVSTARSPR <0.01 374 pNOP194798 KMT2D GLICAPPAGSALCFLRGSAWVHDPEPSGPPTAHARAAHAK <0.01 375 pNOP198849 KMT2D SRSNWQCSSSWQTASSQIQTWTNLLQKISLIPLQRPRWWL <0.01 376 pNOP198864 KMT2D SSAATVNGGCMQAVRASSQRTMWSRQPMKALTVSPASPTW <0.01 377 pNOP199023 KMT2D SYGGPCAAPDAGRLISSWGWPARGIPHYPTWHPQTPALHT <0.01 378 pNOP199159 KMT2D TISAWHWWFHGATAEIPHTHEKGACCTGGGVEWGWAARRG <0.01 379 pNOP201536 KMT2D ELLCSAPSLTALRPFLPSACQSSVPVQLPVSTDTPASVC <0.01 380 pNOP20393 KMT2D TCWLPCLHPLTIRLRMSGWRVMRIAILLTALCQLHPLRASWGRRPLV <0.01 SLIWAQAGGSKRTGPSPLSSPSFLGPASQSSQIPNLMGPLAWRSLES CLSQLGKRAKEVRCQSCSQSLLLQPRT 381 pNOP209424 KMT2D GGEGAAAQLPSPFPHQTGSQQQFPRKTPASWRSPWRTW <0.01 382 pNOP211037 KMT2D LKGMRRRSNSGEGARRANWRTCSLLTCRKPSLGRSCWT <0.01 383 pNOP211152 KMT2D LPHILPGPPTAHRPQGRLEVQVVCVLYAVWGCFPWLPL <0.01 384 pNOP21288 KMT2D SRRRARCLALTRLVSSSSSSHPRCPPKCLRRTPLDWPLPIPWSPASP <0.01 RHRPPIPPILVLRGPLRSPRCWAPHLVLGLASQGNSTLPHLAPPDTS PPHLTHSSNPAAPRWITWLCLRALG 385 pNOP214330 KMT2D TGFPQKNCPRWNPRTCSSSSRMFWALNENSIWVVEPLA <0.01 386 pNOP215253 KMT2D WSPFLLSVRHSFSIPWFPKTPLLPSALLLPYHCPFPPR <0.01 387 pNOP215460 KMT2D AAESRPDPLCWDTGQEQPCGVAPKQAEWPHPGARVLP <0.01 388 pNOP217529 KMT2D GPAPSHPSRDPQTSGANLGAASWEGLTCCCPACRYLV <0.01 389 pNOP217538 KMT2D GPFCSWGGPAKLWTRDPKSQGRWRLRKEGTPHIAERR <0.01 390 pNOP218359 KMT2D ITARGGELSKLFIPLWAPPPYGAATHDQPHWLCPIRA <0.01 391 pNOP218743 KMT2D KSTQWLSSTLAPSFGTRWPTGGRKSTKSRIEASTCSE <0.01 392 pNOP220563 KMT2D QGSGTLGSPRQPSRNPEARAEQPGTWASGPGEWTGGA <0.01 393 pNOP223482 KMT2D YSSGPTAATATFWWGWIPGWPFRGLLPWQPCSSKPRT <0.01 394 pNOP224854 KMT2D EEEATAARAQEEQTGGHVPCLLAGSLLWEGAAGPEP <0.01 395 pNOP23772 KMT2D NRRAPPQSHPLSTAIPTMSPIWMCDSSRPHLLKNPPRPLPPWHLLLP <0.01 PVLLASRNGKECAGSGFGCCVPLLSPWLNFPPNPWLSHPSPHLCHWP HPLNQPDPSPVPGPLKKVKI 396 pNOP240334 KMT2D WAAGIPGWAQGHFLAVGTQLRRPPLGPREDHQLTC <0.01 397 pNOP243509 KMT2D GVSHAHSLCCCSQEPEWRDGGSGGAAEHEDPQLL <0.01 398 pNOP245157 KMT2D LLTLIALPVRRRRKKMMTPCRIPWFSSPTQTNLS <0.01 399 pNOP257143 KMT2D RFPSSSPQEMERSALEAASAAADHPEGQWAAGG <0.01 400 pNOP257396 KMT2D RLPCAPGPRGAGPCDPYGGLPRMQADSRAGLTM <0.01 401 pNOP257632 KMT2D RRKSLGHPLLAMGPQTWALLTHPPQAPTWVAWS <0.01 402 pNOP258695 KMT2D STPLAVPDQSLKSSHTTNAFSHPLSHLILTTTL <0.01 403 pNOP259446 KMT2D VGSMEGRQAWYPSRAHSQCYHRSPWAPCHLPCA <0.01 404 pNOP261027 KMT2D CHCPLSRGLRGHAHLLEPPHQQSSLLLSLFYW <0.01 405 pNOP261872 KMT2D EGLLWGHGRTTSSPADPQPTEWPRRILPAGKV <0.01 406 pNOP269687 KMT2D VRTPTDWLLKGFGAWRYQVFPHRNPQPHRPLN <0.01 407 pNOP270434 KMT2D AAAQCTERTGTWGHSVSWSGPTSETPFLPCK <0.01 408 pNOP276046 KMT2D MPSLGTQCHQSSPFPNGGPFLPRPQPCPSPG <0.01 409 pNOP277209 KMT2D PVLLYQLWASLSRGLPGHCSDCPQTCWLAVP <0.01 410 pNOP277754 KMT2D RARCSVRCMPRAAKGWARDLYATQGTRAPAM <0.01 411 pNOP279143 KMT2D SKSSSRAWRTWSSLTPLPRPCGIASLSLWLP <0.01 412 pNOP284778 KMT2D HHSAGRTAAHVPCGGPCVPRHRTAAASPDG <0.01 413 pNOP285042 KMT2D IEQQSSSNTPHQGSYPANWFGAGQPAPVEH <0.01 414 pNOP287872 KMT2D PLCPLWQWLPSQWAEPAEGGLWKWGAAHWP <0.01 415 pNOP298931 KMT2D NHPWRNCLLTLGSARRAGCAGPVGRAQQN <0.01 416 pNOP302234 KMT2D SPHSLGTHNSCLSNPSPSLSPALCSCSHL <0.01 417 pNOP303477 KMT2D VAPSWGQGPSLAMTDSPGHLHQPRLPLWM <0.01 418 pNOP310713 KMT2D MDRWCLRHPNSASSRNLGKSHVPWEPSQ <0.01 419 pNOP318057 KMT2D CHQIPFLLHSHPSSQLRPHRPCLLWGS <0.01 420 pNOP318220 KMT2D CPPSHQLMPSSNAWLHPWLWCPIKGIC <0.01 421 pNOP318964 KMT2D EAQAGYRAAEQDPETTGSGPETAEGAH <0.01 422 pNOP323435 KMT2D LNHCPGWRAVKTIYSAMGATPLWSCHS <0.01 423 pNOP323658 KMT2D LRQDFHRRTAQDGIQGPAAALQGCSGL <0.01 424 pNOP325001 KMT2D PDHVTTAQAAPTARTAWPPRRGRIGGF <0.01 425 pNOP325387 KMT2D PMTISLILRTISTRSPATVEPGIVGNG <0.01 426 pNOP325875 KMT2D PWSPGSNPPPDGQGTKHRRPSRFFRGH <0.01 427 pNOP334374 KMT2D GLTCFPTTGGLAHVPAAGGVTPVATT <0.01 428 pNOP336175 KMT2D KGTEGYFRGEESRPAGCLAYTPSQSD <0.01 429 pNOP341158 KMT2D RSLLSPPILASLPPLAVAAQSMGRAS <0.01 430 pNOP343442 KMT2D TWTWTCGCTSTVPFGPRRCMRPRAGH <0.01 431 pNOP344075 KMT2D WACPSAEPGPGPVGAPQLCPLVHGGV <0.01 432 pNOP352206 KMT2D MASPHLKSWGSTPRMLPLPGIVKGH <0.01 433 pNOP356926 KMT2D SQARLPRLVKPLQTNHEALEKGSSS <0.01 434 pNOP362881 KMT2D FWESQASGDSSGLQWGSGAALCSL <0.01 435 pNOP363905 KMT2D GWVSSPHFAGGWGVPSSPARGASR <0.01 436 pNOP364735 KMT2D IITFFSTGGVALVSTGRVTPISCT <0.01 437 pNOP370861 KMT2D RMMKSLLTWVWVWMWPRVMMNLAP <0.01 438 pNOP37587 KMT2D GISEHLHRRDQHPLQQAVCALQVISVPAAAHRMEEQRVPGSLPYPGP <0.01 GALCSQGPRKAHNGYRVHWHHHSERGGQPAGENLRRAESRHLHVPNK Q 439 pNOP376012 KMT2D ARQPLDGLRWHHALHPHNPHHGG <0.01 440 pNOP378675 KMT2D GAALVPSPWGTILISLAWRASPV <0.01 441 pNOP378896 KMT2D GFQDNSSSKLACSTQQVEEAMGS <0.01 442 pNOP386633 KMT2D RHPQCPVTLRSQAPQVKGCLALT <0.01 443 pNOP388467 KMT2D SMKLTSGSMRSGCSIPSSSYRCS <0.01 444 pNOP390234 KMT2D VEARPPLLGHRTRAALWGCPQAS <0.01 445 pNOP394670 KMT2D EQRAAGVCNQSHRAGPGGPGLH <0.01 446 pNOP404863 KMT2D RTGRATCTGGPHTTHSHQIRHR <0.01 447 pNOP405923 KMT2D SPRWRRVDATLLLANSPLLPPR <0.01 448 pNOP406378 KMT2D STPLAVPDQSLKSSHTTNGPIP <0.01 449 pNOP410165 KMT2D AVDHLLRPHLCPTCWLSPLFP <0.01 450 pNOP414691 KMT2D HLTKRTKSSSSPAGESPKERS <0.01 451 pNOP421373 KMT2D RASGPGGIRSSPTETLSPTGP <0.01 452 pNOP425823 KMT2D TWPPSPRFPVGGNFHPSARPW <0.01 453 pNOP438522 KMT2D PAALPGTLTIPVPLTVWPKS <0.01 454 pNOP44778 KMT2D ALSPWALYSSFSSSSSCNSNSNFSSSSSSSYNSNSNFSSNSFNSSNS <0.01 SSSFNNSSSNSFNSSNSSYNSNSNNNSSSFNSSSNSSRWAF 455 pNOP458695 KMT2D PAPHSRWRKPWAARQWIIF <0.01 456 pNOP465144 KMT2D TQPFLQRPLRGPLHIREGR <0.01 457 pNOP466225 KMT2D VSEGRGALWADGACRASHS <0.01 458 pNOP46646 KMT2D PASYPCSLRTCWSMRRRSCRRSSSFQHSCSLPSSSSNSSSSIPYCLH <0.01 QALPRPCLCHMRALLPVWLGPNSSFPWVLQVPDSQVCPSH 459 pNOP468251 KMT2D APERSCGRRTGSGPARPC <0.01 460 pNOP473253 KMT2D GSWWEGKGSGRQEPRHWP <0.01 461 pNOP481442 KMT2D QKPRSQSRAAWYLGIWTR <0.01 462 pNOP487229 KMT2D VAQEDPPCWKSLSSRVGL <0.01 463 pNOP487911 KMT2D VTVGCPHPGDTHQPSTRS <0.01 464 pNOP490058 KMT2D APVGGPPKRGDATAAPT <0.01 465 pNOP490152 KMT2D AREWGFDLAWWTCSIWG <0.01 466 pNOP490194 KMT2D ARQDGELTGSQRVTPAH <0.01 467 pNOP493996 KMT2D GAATLPPVRGAAPVTPA <0.01 468 pNOP494542 KMT2D GIAPIPPACGVTPVSTA <0.01 469 pNOP494543 KMT2D GIAPVPAAGGIAPLSAA <0.01 470 pNOP501743 KMT2D NPHTLQTAPYPEQHQHV <0.01 471 pNOP502714 KMT2D PLCNPRNQGPCNVKPNH <0.01 472 pNOP506673 KMT2D RVTHVSTTGGISSVPTI <0.01 473 pNOP507548 KMT2D SLPASSQPAHFCSGSDQ <0.01 474 pNOP508277 KMT2D SSQQPYEAPYPEQHQHV <0.01 475 pNOP512482 KMT2D AGSGRVYGAAWHSLAT <0.01 476 pNOP513338 KMT2D AVRPFLQLGWAGQALD <0.01 477 pNOP513379 KMT2D AWPPQSSGPGSWEVAL <0.01 478 pNOP513605 KMT2D CGAWQRGDRGKQKTQA <0.01 479 pNOP514247 KMT2D CSGFTARAWTDPWQFG <0.01 480 pNOP517078 KMT2D GALYTSGRAVSNRNYP <0.01 481 pNOP518512 KMT2D GVGPAVHHLTCALCQH <0.01 482 pNOP522295 KMT2D LAPVSSGVPWGEPRAQ <0.01 483 pNOP523824 KMT2D LTLLRHPPGWPGVKDT <0.01 484 pNOP52423 KMT2D SHGRISEQAAATTAAAAATTATALSCAGSQPFPESPAAHQAPWSAAP <0.01 WPWAAATTGASGWASRRSSPDPWGYGTTWTAWWPLP 485 pNOP526117 KMT2D PICSAPIDSSAPTSAP <0.01 486 pNOP530549 KMT2D SAEPCGSWEWPGAECW <0.01 487 pNOP530881 KMT2D SFPHLQAPQWGRLLPS <0.01 488 pNOP537026 KMT2D ALLLSSGGSTLSGTR <0.01 489 pNOP548556 KMT2D LRGAQSTRAAGATAL <0.01 490 pNOP548811 KMT2D LTIVRCWDSYQRRQS <0.01 491 pNOP550374 KMT2D NPHTLQTRFHIHYLI <0.01 492 pNOP55230 KMT2D QQAGWAGAETTGYPQQQGGCSSKEAFDTEAQAGTEGKRQVGELPKEA <0.01 AEGGRGQGQRGLAETAETGAVPAAPNGACYHRQF 493 pNOP558727 KMT2D TGGPAAGGGARTLGP <0.01 494 pNOP56040 KMT2D DRWQSSSNSSRVLEYRQTKLWVPSPRALCLPAATKASWSSSCPLNHP <0.01 RGPRACWALPRWLCCSSSTLELWAPRALTDRCL 495 pNOP563434 KMT2D ARAELFCCLPAGLH <0.01 496 pNOP566785 KMT2D EPDQQADQGGRHSP <0.01 497 pNOP568806 KMT2D GKQGSNLSPSWRPP <0.01 498 pNOP569843 KMT2D GVWPGLRPLTPAAL <0.01 499 pNOP570795 KMT2D HRSPSGYRRQATGW <0.01 500 pNOP573651 KMT2D KSQSPSTFASKVCG <0.01 501 pNOP575068 KMT2D LLWPRGRHSPSGWD <0.01 502 pNOP580906 KMT2D RACSPGSGCGCGQG <0.01 503 pNOP581766 KMT2D RIPWPRGQSRYTRT <0.01 504 pNOP584053 KMT2D SFLPITRYPSLPVP <0.01 505 pNOP588394 KMT2D VRPAQPTCGRGLCP <0.01 506 pNOP589969 KMT2D YLLTCLQRAPWSRA <0.01 507 pNOP591792 KMT2D ATRPLTSATGLIP <0.01 508 pNOP594808 KMT2D EKRLTCCDSSLSI <0.01 509 pNOP594895 KMT2D ELPLSQWPLNQER <0.01 510 pNOP595078 KMT2D EPLHRGRCGAGSR <0.01 511 pNOP607374 KMT2D PGSSPHQQGAEAG <0.01 512 pNOP608986 KMT2D QGTARHASLLFLS <0.01 513 pNOP60941 KMT2D ENLEGPAGLTIGVLHGRQAYGGRRAQNYVVWTRPSSQGSHSAAPTAP <0.01 GSVPPSLAAHLDVHGFTTSPARLPAVPSYP 514 pNOP61039 KMT2D GHQEPATTSCWQALAQKLGICSCRSYSGQRMCNSALGGGPRGCELRS <0.01 TGTLTASWLGWSRNYRVPPATRRMQQQGSL 515 pNOP614310 KMT2D SLWRLLHLQSWCP <0.01 516 pNOP621656 KMT2D ASAWSSWSCPVH <0.01 517 pNOP626830 KMT2D GAVPREPRPGRH <0.01 518 pNOP62730 KMT2D GIPTQHQAGTSGRAMCPGSPVSEEGGQWGANRGTRNQQPPPAGRPSL <0.01 RSWASALAEATPGKECATQHWAGVRGAAS 519 pNOP636166 KMT2D MQSVPSLQETWE <0.01 520 pNOP637952 KMT2D PACRGRRGAELS <0.01 521 pNOP638098 KMT2D PCLVDLQHLGMS <0.01 522 pNOP638632 KMT2D PLFSPTLTPSVP <0.01 523 pNOP640173 KMT2D QIFTPRAWRYPH <0.01 524 pNOP643882 KMT2D RTGPAKVNCFFH <0.01 525 pNOP645741 KMT2D SPHLLPIPLAWG <0.01 526 pNOP648045 KMT2D TPRYPGPRHVRP <0.01 527 pNOP652166 KMT2D AGHWGQEGYLQ <0.01 528 pNOP654960 KMT2D CYVDRRPCQVH <0.01 529 pNOP660899 KMT2D GWGREGIPSAQ <0.01 530 pNOP663294 KMT2D ISPTQAPCPAP <0.01 531 pNOP671528 KMT2D PIPQTPLPLAG <0.01 532 pNOP672236 KMT2D PRTFWAPNSPC <0.01 533 pNOP675830 KMT2D RLSPGRVESHH <0.01 534 pNOP679479 KMT2D SQTTRESRGPT <0.01 535 pNOP679892 KMT2D SSLMQCCLAIP <0.01 536 pNOP682972 KMT2D VGMGSPTRVRR <0.01 537 pNOP684498 KMT2D WLRAALGWHLV <0.01 538 pNOP70346 KMT2D HHAEYRGSLLQHRQICPNAGHVCGMWQLWPGGRGPPPCLFAVLSVLS <0.01 PLLCQQQDHQGDAAQGLALCGVYCV 539 pNOP704364 KMT2D MWRLPCTEDC <0.01 540 pNOP706242 KMT2D PAESSALGEG <0.01 541 pNOP708910 KMT2D QKLAWPCCVT <0.01 542 pNOP709657 KMT2D QSPLPAKGQR <0.01 543 pNOP713389 KMT2D RWCGAHGVRN <0.01 544 pNOP715424 KMT2D SQLLLPLRLW <0.01 545 pNOP718753 KMT2D TWHLRKPGDQ <0.01 546 pNOP78569 KMT2D EHLGGGGPSFPSSGLRPVGARGPGPLPCHPPHSSGQHPSLPRYQTLW <0.01 GPWPGGPWKAACHNLGKGQRK 547 pNOP81414 KMT2D IPTRSGLRTTLSVTAVTKPREVRLSAPLLSSIPRCVADFHPQSLAIP <0.01 PLTSPMLCTLHAKGSQRVGT 548 pNOP85659 KMT2D AWGTTSVPSARGAAVVPIWGAILVASADATRSPSSSTLTHHHSCGPT <0.01 GPVSFGGVRVPLWCQRGQ 549 pNOP85855 KMT2D DPGRGTDECGGCPAPRTANQVLPVPANWCHQQLQSHALPQCLPFCLC <0.01 HPCQVHVLQGQDHAVSNA 550 pNOP87579 KMT2D SSGERFQQLTKPPTCKRPKITGQLTASTRCRSQGHWAARPPLLPPPF <0.01 SLAAPLPPPACLPLRTGS 551 pNOP96015 KMT2D VLSSSSSYRHSSCSGSCSRVRQYARPHPTRSLGPRPLPSRASWAANL <0.01 NLGASLDHRQAPSRS 552 pNOP98767 KMT2D TAPACLRHIRAPSQARPTPPTASSLCTPSHLSTGGCAPNGRTTCTWL <0.01 APVSRAWGSMQPRT 553 pNOP6995 RNF43 PLGLVPWTRWCPQGKPRFPAMSTTTATGTTTTKSGSSGMAGSLAQKP 3.852 ESPSPGLLFLGHSPSQSHLLLISKSPDPTQQPLRGGSLTHSAPGPSL SQPLAQLTPPASAPVPAVCSTCKNPASLPDTHRGKGGGVPPSPPLAL GPRMQLCTQLARFFPITPPVWHILGPQRHTP 554 pNOP3856 RNF43 SSWLRCCASGAAPATAGRIRFSREQPGPSASWPPGGTRPAAGRPGVS 0.534 GQTQGAAAAQPLCVPSVWRSSLRGRSYGSFPASMSSIVTVWTPGYIS IGLAPSACSTSQREIHFPSPWDPLDLTKNQVEDSTSFASIPAMPTTT SLLPTCWALPGVQWLGPHDLVPSCHPRSQAWALGITASPELHIPGLQ ESSSAWQEPSTPMHKAGD 555 pNOP66044 RNF43 CSPTRCTCAMPVMTTIWSLDSSASSSWRVLDGPPAPACHWLARLGWR 0.496 VSEEPVLSSLTSLRIELLLSSCSSRWG 556 pNOP22244 RNF43 RLQHLPQYQQSVQLAKIQPLCPTPTEEKAGGSLRAHPWLSAPGCNCA 0.267 PSLPDFSPLHPQCGISLVPRGTPLDLWTSRPGQEAATRNPRPLLLKF TASVVVPDSSPAPGTTSTWGGAF 557 pNOP52830 RNF43 ATSNPPHSTLLLAQCPYAGPGPLTAVDLEKAIAQNAVGTWQMGQPVT 0.229 PAQGPVMALPVTLWSTARTSAYRGSMAAVLLSAAP 558 pNOP12229 RNF43 LCGPLVTSASDLPPLHVQHHRGRFIFPVPGTLSILPRTRSKTPPHSP 0.153 ASRPCPLPPPCCLPVGPFPECSGSAPTTWSLPAIPGARHGPSASPLP QSCTSPGSRRAAAPGRSPAPLCTRLGTEPPPIHLTAPCCLPSAPTPG QAP 559 pNOP244428 RNF43 KISRTESYYQSDPLENGPHRKTESHFGRCVCWCC 0.153 560 pNOP102838 RNF43 CVDPNDSGGHHLCDHPGFGAAHPVPPPPQQAGSASAENSLGHQPAGH 0.076 QEVPGQLQAGPG 561 pNOP327324 RNF43 RQSGAWIHQHRQAGESSTGPPPLPVTG 0.076 562 pNOP209936 RNF43 HEWWPPAAAGCPLALAADGYPAGRLWTHRTGTGSSGGV 0.038 563 pNOP269967 RNF43 WLPCRQALDAQDWYWQQRWSLKDQQNRKLLSE 0.038 564 pNOP336828 RNF43 LCGQLHGHQPTGGPWQQFYFLQLPKQ 0.038 565 pNOP407540 RNF43 VARLREQLQLSPCVCHLSGGVL 0.038 566 pNOP612507 RNF43 RSPRPGQIMMCGS 0.038 567 pNOP114240 RNF43 LLASPWNHIHLGRGLLNGVLTPQRAGHALIRTARCCRPSLVSFQREV <0.01 GVVGRGDYS 568 pNOP144417 RNF43 PSGQRIMLARVQEHPTSARCYPFSWQITGRSQGGAGVAEASERHLEG <0.01 RV 569 pNOP295346 RNF43 GIRKALGRPGVMAHACNPRTLGGLGGWIP <0.01 570 pNOP296302 RNF43 HRRGQAMPLSALPGAVGPAWLRGGTRGAV <0.01 571 pNOP302630 RNF43 SVDLQAWTRGCYQKPQAPVTQIHSQCGCA <0.01 572 pNOP304307 RNF43 WRVSEEPVLSSLTSLRIELLLSSCSSRWG <0.01 573 pNOP32819 RNF43 TGCVRCSGLAPTKSVLQMCLGPTWHRVLLLGKERTTANTILFAVLPR <0.01 STGRGLVMVEGERVPFPAPAPDLVCRKHLQCSKSMSSQATSCCLWRV WAGSLEG 574 pNOP36815 RNF43 LLASPWNHIHLGRGLLNGVLTPQRAGHALIRTARCCRPSLAQRRNSR <0.01 SCVNRLCEMFRPSSNQECAPDVFGPYLAQSPAPGKGKDHSKHHSFCR TS 575 pNOP395545 RNF43 GEETTAEYFRTGEVSQQRVDGS <0.01 576 pNOP403129 RNF43 QQWIWRKLLHRTQWVPGRWASQ <0.01 577 pNOP433557 RNF43 HRRGQAMPLSALPGAVGPAW <0.01 578 pNOP438085 RNF43 NNSSRRKINAVPPAVPVQCQ <0.01 579 pNOP489283 RNF43 AAAAAAGADLASGVDLG <0.01 580 pNOP491380 RNF43 CTAALKGIPSEWTCSLV <0.01 581 pNOP515288 RNF43 EADGVCVQEPKGPCED <0.01 582 pNOP530623 RNF43 SASHQIQLSSPFGAAL <0.01 583 pNOP560805 RNF43 VVATSCSWLPSGPGC <0.01 584 pNOP574079 RNF43 LADHREVPGRCWCG <0.01 585 pNOP580384 RNF43 QPKYLTIGTAYHAG <0.01 586 pNOP600409 RNF43 ISLWKVCLLVLLK <0.01 587 pNOP613170 RNF43 SAGTPHLCQVLPL <0.01 588 pNOP650386 RNF43 WLMPVIPELWEA <0.01 589 pNOP656602 RNF43 EGYSRDDNQNT <0.01 590 pNOP658785 RNF43 GAGATGHFLPP <0.01 591 pNOP667654 RNF43 LQLRALSWLFQ <0.01 592 pNOP684894 RNF43 WSLCTRTKRPM <0.01 593 pNOP686213 RNF43 AEGAPGLARL <0.01 594 pNOP710735 RNF43 RGSPASGHAA <0.01 595 pNOP76090 RNF43 CDLSASFLGLGGAHRGNPGFQPCPLPPPPAPPLQKAVPVAWQEAWPR <0.01 NRSPPVQASYSSDTAPARATFS 596 pNOP1314 SOX9 PVPAAQRPPGGAGHARPGHLHGQLRHQQHRGHPGERGPRVDVQAAGA 0.992 AATPAAAPTGPAGPAGAPAAAGGAPTAAGGTPAAATGAHADHAEQRA GPVPANAHQDGAAEPQPLQRAAAALAPTDRLQPLQPPTLQPLLPAHH PLTVRLHRPPELQLLLQPRGRPGHRPLLHLHLHEPRSAPHVHPHRRH LWGPFHPADPQPPALGTTRLHTAHSTLRRPPTKGEDGRDDPKNNRRK RGPTRIPFGHLCFFVFLFCFVFSSSSSSLKTFKLKATRTQISKTQT 597 pNOP30584 SOX9 AATSSPTSRPSMSTSLTSTCRPTATRGCRPRTARSPTRAATASAAPR 0.877 PPRRARATCGCPSSRRRRHPRSSPHRPRRPRRRPRSRRRRPHSSRRH PRSSHRRTR 598 pNOP1997 SOX9 YESPGPLHEDDRRAGEGPVRRPQPHHVRGLRGLALPVGLRLGHREHA 0.648 APGEHVPQGRARSEEGERGGQVPRVHPRGGQPGAQRLRLDAGAHAGA RQRLQQEQAARQAAHERLHGVGAGGAQEARGPVPALAQRRAQQDAGQ ALETSEREREAALRGGGGAAARAAQEGPPGLQVPAAAEEVGEERAGG GRGGHGADAHLPQRHLQGAAGRLATLLLRHERGALPRRALGAIPGPT DPTHHPQNRRAAGQG 599 pNOP356358 SOX9 SERGAPCQRGADSPLSTSATWTSAS 0.61 600 pNOP83048 SOX9 APATTASSSSTRPNRSPTAPSTSHTTAPPTRPSPAHSTTTPTTRTPA 0.572 PTTATRQARAPASTPPSPT 601 pNOP177083 SOX9 PEARGAPLARGGQTAPYRLPRRGHRRAEQRRHLQHRDLRCQRV 0.534 602 pNOP144465 SOX9 PTSRRRACPAPPAPPCPRTPRARPARRAPARTPRTRGPRRTRSPRAS 0.267 PI 603 pNOP250754 SOX9 ARCTPPASTRGNPRAHRPHPPPPKPTCSRARLT 0.191 604 pNOP512212 SOX9 AASRASPSERTSRRSS 0.076 605 pNOP131867 SOX9 TPLSAPCTPPSPTPLGSLPSRRPTAPSTGNNPSTHSSLDLEEASHEG 0.038 RRWPR 606 pNOP150040 SOX9 RRRARRTSSPCASARRSARCSKATTGRWCPCRCASTAPARTSRTSSG 0.038 P 607 pNOP230868 SOX9 TPSWCGRRRRAGSSRTSTRTCTTPSSARRWASSGDF 0.038 608 pNOP238602 SOX9 RTGRRRQRRPRSRRTSPPTPSSRRCRPTRHTPPPA 0.038 609 pNOP239820 SOX9 TRARSGPSWRRRSGCACSTRRTTRITSTSRGGGSR 0.038 610 pNOP23162 TCF7L2 KKARPSTRSLGGGGMHCPEKSKRNTTSWPGRSDSFICNCTPAGPRGI 1.487 TMERRRRGKGTSSRERPMMQILQRSVGHCSGLTDRLYGANRAGEKKS AFATYKVKAAASAHPLQMEAY 611 pNOP146451 TCF7L2 ALLRNAERALALINRITGAALAGEKKSAFATYKVKAAASAHPLQMEA 1.259 Y 612 pNOP9620 TCF7L2 LWKEEEEEKGQAAGRDQWRKKKCVRYIQGEGSCLSPPSSDGSLLDSP 0.648 PPSPNLLGSPPRDAKSQTEQTQPLSLSLKPDPLAHLSMMPPPPALLL AEATHKASALCPNGALDLPPAALQPAAPSSSIAQPSTSSLHSHSSLA GTQPQPLSLVTKSLE 613 pNOP9889 TCF7L2 TQRMFPKSLPFTSSDYRRKKKCVRYIQGEGSCLSPPSSDGSLLDSPP 0.648 PSPNLLGSPPRDAKSQTEQTQPLSLSLKPDPLAHLSMMPPPPALLLA EATHKASALCPNGALDLPPAALQPAAPSSSIAQPSTSSLHSHSSLAG TQPQPLSLVTKSLE 614 pNOP119014 TCF7L2 RAPTSPTDRSRPPPEPLTKCQWCSTLTMSTPSRLLSRTAMNTSRRET 0.42 HLHTYQPT 615 pNOP77071 TCF7L2 NGHCLMSRQGASRVDKPSRMPGPHHRHTLSLTKCQWCSTLTMSTPSR 0.42 LLSRTAMNTSRRETHLHTYQPT 616 pNOP117898 TCF7L2 KGATPYKKLGSPGVLSLTKCQWCSTLTMSTPSRLLSRTAMNTSRRET 0.381 HLHTYQPT 617 pNOP181832 TCF7L2 IAGLTKCQWCSTLTMSTPSRLLSRTAMNTSRRETHLHTYQPT 0.381 618 pNOP193656 TCF7L2 CLTKCQWCSTLTMSTPSRLLSRTAMNTSRRETHLHTYQPT 0.381 619 pNOP22344 TCF7L2 TLHAGKPTSTLTSRRRPQNRNPTASAPSRYIPVLPTIAWHRRTNPPS 0.114 ARMVSTTARSTSVPNHDRRIQTPLPHSSDRQCFHVQVPSPYGPTTSY ATHDGHSASGHSHTNSQTGIVPE 620 pNOP169706 TCF7L2 IRNESKQLLRFRGGKTASASLRKFPRQIPGKFGRSGQEARWRAL 0.076 621 pNOP238936 TCF7L2 SHQQSNRNRPRVMSAHSIVQSIRTPKRKKKRRSPT 0.076 622 pNOP24554 TCF7L2 TLHAGKPTSTLTSRRRPQNRNPTASAPSRYIPVLPTIAWHRRTNPPS 0.076 ARMARSTSVPNHDRRIQTPLPHSSDRQCFHVQVPSPYGPTTSYATHD GHSASGHSHTNSQTGIVPE 623 pNOP395162 TCF7L2 FPSKTRANRRRRAPKTPRQRGI 0.076 624 pNOP76119 TCF7L2 CLRHPPSCSLRPPTRPPPSVPTGPWTCPQPLCSLPPPPHQLHSRRLL 0.076 PYIPTAPWPGPSPSRCRSSPSL 625 pNOP108508 TCF7L2 SMNQKRIKTAPPIPRRKDGLRLAPKVSETNPGKVWKKRPRGKMEGSL 0.038 RGHRIPATPSS 626 pNOP246621 TCF7L2 PSMLPCPAFCLLGSLPIWSHHIIRYTRRAFRIRP 0.038 627 pNOP249601 TCF7L2 VPSPYGPTTSYATHDGHSASGHSHTNSQTGIVPE 0.038 628 pNOP391533 TCF7L2 YHSKVNQCTQSRQEDSDTPTPQL 0.038 629 pNOP403210 TCF7L2 QSASGAAPSPCPPPHASYHVQQ 0.038 630 pNOP86123 TCF7L2 GHPQGLRPLSQRGPGPAPSRFAACRPLLINCTAVDFFLTFPQLPGRD 0.038 PAPAAVARHQVFRIALAS 631 pNOP100389 TCF7L2 ILAFHFLRLQMQILQRSVGHCSGLTDRLYGANRAGEKKSAFATYKVK <0.01 AAASAHPLQMEAY 632 pNOP100945 TCF7L2 NGHCLMSRQGASRVDKPSRMPGPHHRHTLSAPSLAALRDMTVSTSTP <0.01 PQTSLSALKSSGT 633 pNOP114399 TCF7L2 LVRPLQMQILQRSVGHCSGLTDRLYGANRAGEKKSAFATYKVKAAAS <0.01 AHPLQMEAY 634 pNOP141050 TCF7L2 VHVERKRGHQPDPWAEVACTVQRRASEILRAGPEGATASYATVPRLV <0.01 RAG 635 pNOP152548 TCF7L2 GATVSRLPLHHDPRPDEPLPPQRIALAHRPNPPFSVRQHTLLCVQND <0.01 636 pNOP182797 TCF7L2 LVRPLQMQILQRSVGHCSGLTDRLYGANRAGEKKKVRSLHTR <0.01 637 pNOP184017 TCF7L2 RAPTSPTDRSRPPPEPSIFSPAAHITLRTKRLNTRLQFSISR <0.01 638 pNOP194610 TCF7L2 GATVSRLPLHHDPRPDEPLPPQRIALAHRPNLSPDEMATA <0.01 639 pNOP196518 TCF7L2 LVRPLQSLNLEYYNGEKKSAFATYKVKAAASAHPLQMEAY <0.01 640 pNOP236046 TCF7L2 LSALLPPLRLHCQHSSLQGHEKEPLLTKSWGALVY <0.01 641 pNOP238356 TCF7L2 RQLPQPTLFRWKLTRFASPLPEPARLPSPRRQVTD <0.01 642 pNOP262475 TCF7L2 GATVSRLPLHHDPRPDEPLPPQRIALAHRPNL <0.01 643 pNOP277062 TCF7L2 PRRQRRTDFLQRRGRTGGEELRKLLGREGFS <0.01 644 pNOP291285 TCF7L2 TQRMFPKSLPFTSSDYRCKYSKEVSGTVRA <0.01 645 pNOP292673 TCF7L2 ADPASVAVPEARPPGPPVHDASATRPPAR <0.01 646 pNOP299871 TCF7L2 PSMLPCPGSLPIWSHHIIRYTRRAFRIRP <0.01 647 pNOP343264 TCF7L2 TSPQGCPVPITGTHCPEPPPLLHSGT <0.01 648 pNOP348748 TCF7L2 GRRSGLRGLSVPAVGRLAPQFELLV <0.01 649 pNOP357917 TCF7L2 TPKQESHGLRTLQIYPRITHYRLAP <0.01 650 pNOP358118 TCF7L2 TSPQGCPVPITGTHCQPPPLLHSGT <0.01 651 pNOP390758 TCF7L2 VVREAQWPPGSLCSSSWAVGTSI <0.01 652 pNOP393746 TCF7L2 DGKVNQCTQSRQEDSDTPTPQL <0.01 653 pNOP412605 TCF7L2 FKASGLQKGRRKEEAPHKETS <0.01 654 pNOP415243 TCF7L2 ILAFHFLRLQEKKKVRSLHTR <0.01 655 pNOP41787 TCF7L2 KKARPSTRSLGGGGMHCPEKSKRNTTSWPGRSDSFICNCTPAGPRGI <0.01 TMERRRRGKGTSSRERPMVKKKSAFATYKVKAAASAHPLQMEAY 656 pNOP420332 TCF7L2 PTDFMVQTVQEKKKVRSLHTR <0.01 657 pNOP425448 TCF7L2 TQRMFPKSLPFTSSDYRPERS <0.01 658 pNOP428234 TCF7L2 APLPETPSHRLSRPSLCRCP <0.01 659 pNOP458391 TCF7L2 NSFSVVNPAALFMVLFHFS <0.01 660 pNOP460845 TCF7L2 RAPTSPTDRSRPPPEPISR <0.01 661 pNOP47070 TCF7L2 TLHAGKPTSTLTSRRRPQNRNPTASAPSRYIPVLPTIAWHRRTNPPS <0.01 ARMVSTTARSTSVPNHDRRIQTPLPHSSDRQCFHVQLSVF 662 pNOP478102 TCF7L2 LWKEEEEEKGQAAGRDQW <0.01 663 pNOP500461 TCF7L2 LVRPLQEKKKVRSLHTR <0.01 664 pNOP500497 TCF7L2 LWKEEEEEKGQAAGRDQ <0.01 665 pNOP52551 TCF7L2 TLHAGKPTSTLTSRRRPQNRNPTASAPSRYIPVLPTIAWHRRTNPPS <0.01 ARMARSTSVPNHDRRIQTPLPHSSDRQCFHVQLSVF 666 pNOP533731 TCF7L2 TSPQGCPVPITGTHCL <0.01 667 pNOP538111 TCF7L2 CIHVVYEGNESKGRS <0.01 668 pNOP5491 TCF7L2 ALLRNAERALALINRITGAALADANTPKKCRALFGLDRQTLWCKPCR <0.01 RKKKCVRYIQGEGSCLSPPSSDGSLLDSPPPSPNLLGSPPRDAKSQT EQTQPLSLSLKPDPLAHLSMMPPPPALLLAEATHKASALCPNGALDL PPAALQPAAPSSSIAQPSTSSLHSHSSLAGTQPQPLSLVTKSLE 669 pNOP559194 TCF7L2 TPDCSSVSPDEMATA <0.01 670 pNOP592448 TCF7L2 CKYSKEVSGTVRA <0.01 671 pNOP627331 TCF7L2 GHNFSGNGRFEW <0.01 672 pNOP62995 TCF7L2 KKARPSTRSLGGGGMHCPEKSKRNTTSWPGRSDSFICNCTPAGPRGI <0.01 TMERRRRGKGTSSRERPMEKKKVRSLHTR 673 pNOP662684 TCF7L2 ILAFHFLRLQT <0.01 674 pNOP699373 TCF7L2 KKKVRSLHTR <0.01 675 pNOP704386 TCF7L2 NAAAERRWRG <0.01 676 pNOP711788 TCF7L2 RNLLMHSCCI <0.01 677 pNOP72480 TCF7L2 KKARPSTRSLGGGGMHCPEKSKRNTTSWPGRSDSFICNCTPAGPRGI <0.01 TMERRRRGKGTSSRERPMNTANVS 678 pNOP7370 TCF7L2 ALLRNAERALALINRITGAALAVFEFGILQWRKKKCVRYIQGEGSCL <0.01 SPPSSDGSLLDSPPPSPNLLGSPPRDAKSQTEQTQPLSLSLKPDPLA HLSMMPPPPALLLAEATHKASALCPNGALDLPPAALQPAAPSSSIAQ PSTSSLHSHSSLAGTQPQPLSLVTKSLE 679 pNOP83888 TCF7L2 KKARPSTRSLGGGGMHCPEKSKRNTTSWPGRSDSFICNCTPAGPRGI <0.01 TMERRRRGKGTSSRERPMT 680 pNOP97816 TCF7L2 NGHCLMSRQGASRVDKPSRMPGPHHRHTLSRAPSLAALRDMTVSTST <0.01 PPQTSLSALKSSGT 681 pNOP49591 TP53 SSQNARGCSPRGPCTSSSYTGGPCTSPLLAPVIFCPFPENLPGQLRF 1.259 PSGLLAFWDSQVCDLHVLPCPQQDVLPTGQDLPCAAVG 682 pNOP31232 TP53 TGGPSSPSSHWKTPVVIYWDGTALRCVFVPVLGETGAQRKRISARKG 0.877 SLTTSCPQGALSEHCPTTPAPLPSQRRNHWMENISPFRTRPAFKKKI VKESMKMVL 683 pNOP158914 TP53 LARTPLPSTRCFANWPRPALCSCGLIPHPRPAPASAPWPSTSSHST 0.763 684 pNOP59073 TP53 CCPRTILNNGSLKTQVQMKLPECQRLLPPWPLHQQLLHRRPLHQPPP 0.763 GPCHLLSLPRKPTRAATVSVWASCILGQPSL 685 pNOP224126 TP53 CFANWPRPALCSCGLIPHPRPAPASAPWPSTSSHST 0.572 686 pNOP70126 TP53 GAAPTMSAAQIAMVWPLLSILSEWKEICVWSIWMTETLFDIVWWCPM 0.496 SRLRLALTVPPSTTTTCVTVPAWAA 687 pNOP272502 TP53 FHTPARHPRPRHGHLQAVTAHDGGCEALPPP 0.458 688 pNOP136003 TP53 SPKRVSLPPAIKNSCSRQKGLTQTDILHFLFPTDSLPPPSLPPLPFW 0.267 VLGL 689 pNOP405064 TP53 RWSGPSSASYPSGRKFACGVFG 0.229 690 pNOP193414 TP53 ASTAQQHQLLSPAKEETTGWRIFHPSGPDQLSKRKLLKRA 0.153 691 pNOP316190 TP53 VRKHFQTYGNYFLKTTFCPPCRPKQWMI 0.114 692 pNOP252394 TP53 GACLCLSWERPAHRGRESPQERGASPRAAPREH 0.076 693 pNOP36301 TP53 TGGPSSPSSHWKTPVVIYWDGTALRCVFVPVLGETGAQRKRISARKG 0.076 SLTTSCPQGALSEHCPTTPAPLPSQRRNHWMENISPFRSVGVSASRC SES 694 pNOP385655 TP53 QFLHGRHEPEAHPHHHHTGRLQW 0.076 695 pNOP433152 TP53 HGHLQAVTAHDGGCEALPPP 0.076 696 pNOP602122 TP53 KQRSVPLAVPSNG 0.038 697 pNOP243169 TP53 GLGTQGCPGWEGARGEQGSLQPPEVQKGSVYLPP <0.01 698 pNOP281999 TP53 ASTAQQHQLLSPAKEETTGWRIFHPSDPWA <0.01 699 pNOP293143 TP53 ASTAQQHQLLSPAKEETTGWRIFHPSDAT <0.01 700 pNOP367554 TP53 MRPWNSRMPRLGRSQGGAGLTPAT <0.01 701 pNOP38141 TP53 TGGPSSPSSHWKTPVVIYWDGTALRCVFVPVLGETGAQRKRISARKG <0.01 SLTTSCPQGALSEHCPTTPAPLPSQRRNHWMENISPFRCYLTYDGVT S 702 pNOP445026 TP53 TRRKLKILSVGVSASRCSES <0.01 703 pNOP483390 TP53 RRAPSESGNIFRPMETTS <0.01 704 pNOP539666 TP53 DVLPTGQDLPCAAVG <0.01 705 pNOP59708 TP53 LRLTFSTSCSPLTASHPHLSLPCHFGFWVFEPLLAIGVRQKHPGLPF <0.01 ALSRGSTEQVGLHWCFVVGRRMGSRTYQLRF 706 pNOP604680 TP53 LTMVLLPDKLVVS <0.01 707 pNOP619453 TP53 WRSRSQILASSPL <0.01 708 pNOP703537 TP53 LYHHPLQLHV <0.01 709 pNOP9298 ZFP36L2 TTCWTRRRWGRLWPPPPARASRRDSSDGTRPATCMHSPTPRPAPAAA 2.407 RPSSRAPLTAAAAAARRPAVRPPTAPLRSRRGAAAQPCSTRRTNSGT ARLARTAIAASTSCTCSSSRRGAAAPRSTPRATRPSCAGPSRRAARA STAKSASSRMASTSCAA 710 pNOP610 ZFP36L2 RERRSQPAPPAPAAAAEGGRRLPDQLHALQDRAVPALRGERHVQVRR 2.063 KVPVRAWLPRAAQPDSPSEVQDRAVPHLSYHRLLPLWAALPLHPQRG RAAARAVGGRLRGPACLWHARCVAPGLPAGAAAQVAPQPQLLGLPVG PPSAPGRPRVAAAARQPHVAHAAAALLLFGLVLLLLRLLLFLGLRGL HALGRPDMLRLRGGRGCGRSAVRHRGRRGPAGAGGPVRGLLVGLVRQ QRLRLRSGAQQPHHAARHPDPQLCRRGRRRLLPQSAAAAAAGPGAPR AAAGAAQRDPPRRGRRTSLAALQLPAAAPPVRLARVRRAPQPPGLAV GPRQLPKRLPELRQPQRL 711 pNOP395419 ZFP36L2 GAVGGRRHSPAQQGEQIPGPLV 0.619 712 pNOP53232 ZFP36L2 HVDHTSVRLLRCRLLVQDREIPGQPQPEQHAGQEGGGDACGRRPQLG 0.344 LRAGIPPTALGQQPACTRPPRAQPRQLLAQVPGRR 713 pNOP1471 ZFP36L2 LAIRSTRPSCAAPFIPSASAPMGRAATSSTTRTSGGPRRRGAPPGTC 0.275 VPLARAMRCTWASRGSRGPSCTTASASRASRRATISPRAASSRRCCS TAPRRARRRRPPALRPRPAPPPPPPVPRPPRPPRPRAPRHAAPPRRP RLRPLCCTAPGAPRTCWRRGPRARPARRPRAPTTPSPSVRSSAASSR RSPSRPTTLPPWPPPPTTAVSSSSSSRAWRPPRSRRRRPARPSPPGP PHLPRRPSASSCRAACPTRPCSTRPPAPRTRCRTATAT 714 pNOP223799 ZFP36L2 APAASAALSLPASTLAAACQSSAASPSPTTEARGRQ 0.069 715 pNOP116065 ZFP36L2 VSQPRPWPPPANLQPPLHLRRLRQEGASEEEGKAVQRCWRTPLAISP <0.01 LLGAREWGG 716 pNOP332322 ZFP36L2 CRPHFCPPSTMSTSCARQRNPWPTST <0.01 717 pNOP483342 ZFP36L2 RQQLRQRGGRRSDLLRHP <0.01

In a preferred embodiment the disclosure provides one or more frameshift-mutation peptides (also referred to herein as ‘neoantigens’) comprising an amino acid sequence selected from the groups:

i) Sequences 1-196, an amino acid sequence having 90% identity to Sequences 1-196, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 1-196;

(ii) Sequences 197-297, an amino acid sequence having 90% identity to Sequences 197-297, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 197-297;

(iii) Sequences 298-552, an amino acid sequence having 90% identity to Sequences 298-552, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 298-552;

(iv) Sequences 553-595, an amino acid sequence having 90% identity to Sequences 553-595, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 553-595; and

(v) Sequences 596-609, an amino acid sequence having 90% identity to Sequences 596-609, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 596-609;

(vi) Sequences 610-680, an amino acid sequence having 90% identity to Sequences 610-680, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 610-680;

(vii) Sequences 681-708, an amino acid sequence having 90% identity to Sequences 681-708, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 681-708; and

(viii) Sequences 709-717, an amino acid sequence having 90% identity to Sequences 709-717, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 709-717.

As will be clear to a skilled person, the preferred amino acid sequences may also be provided as a collection of tiled sequences, wherein such a collection comprises two or more peptides that have an overlapping sequence. Such ‘tiled’ peptides have the advantage that several peptides can be easily synthetically produced, while still covering a large portion of the NOP. In an exemplary embodiment, a collection comprising at least 3, 4, 5, 6, 10, or more tiled peptides each having between 10-50, preferably 12-45, more preferably 15-35 amino acids, is provided. As described further herein, such tiled peptides are preferably directed to the C-terminus of a pNOP. As will be clear to a skilled person, a collection of tiled peptides comprising an amino acid sequence of Sequence X, indicates that when aligning the tiled peptides and removing the overlapping sequences, the resulting tiled peptides provide the amino acid sequence of Sequence X, albeit present on separate peptides. As is also clear to a skilled person, a collection of tiled peptides comprising a fragment of 10 consecutive amino acids of Sequence X, indicates that when aligning the tiled peptides and removing the overlapping sequences, the resulting tiled peptides provide the amino acid sequence of the fragment, albeit present on separate peptides. When providing tiled peptides, the fragment preferably comprises at least 20 consecutive amino acids of a sequence as disclosed herein.

Specific NOP sequences cover a large percentage of colorectal cancer patients. Preferred NOP sequences, or subsequences of NOP sequence, are those that target the largest percentage of colorectal cancer patients. Preferred sequences are preferably in this order of preference, Sequence 553 (3.9% of colorectal cancer patients), Sequence 1 (2.8% of colorectal cancer patients), Sequence 2 (2.6% of colorectal cancer patients), Sequence 709 (2.4% of colorectal cancer patients), Sequence 710 (2.1% of colorectal cancer patients), Sequence 298, 610 (each covering 1.5% of colorectal cancer patients), Sequence 3, 611, 681 (1.3% of colorectal cancer patients), Sequence 4 (1.1% of colorectal cancer patients), Sequence 596, 299 (each covering 1% of colorectal cancer patients), Sequence 597, 682 (each covering 0.9% of colorectal cancer patients), Sequence 683-684 (each covering 0.8% of colorectal cancer patients), Sequence 197 (covering 0.7% of colorectal cancer patients), Sequence 5, 6, 300, 598-600, 612-613, 685, 711 (each covering 0.6% of colorectal cancer patients), Sequence 198, 554-555, 601, 686-687 (each covering 0.5% of colorectal cancer patients), Sequence 7-8, 614-618 (each covering 0.4% of colorectal cancer patients), Sequence 9-10, 199-200, 301-303, 556, 602, 688, 712-713 (each covering 0.3% of colorectal cancer patients), Sequence 11-21, 201-206, 304, 557-559, 603, 689-690 (each covering 0.2% of colorectal cancer patients), Sequence 22-29, 207, 305-309, 619, 691 (each covering 0.1% of colorectal cancer patients), all other Sequences listed in Table 1 and not mentioned in this paragraph (each covering less than 0.1% of colorectal cancer patients). As discussed further herein, neoantigens also include the nucleic acid molecules (such as DNA and RNA) encoding said amino acid sequences. The preferred sequences listed above are also the preferred sequences for the embodiments described further herein.

Preferably, the neoantigens and vaccines disclosed herein induce an immune response, or rather the neoantigens are immunogenic. Preferably, the neoantigens bind to an antibody or a T-cell receptor. In preferred embodiments, the neoantigens comprise an MHCI or MHCII ligand.

The major histocompatibility complex (MHC) is a set of cell surface molecules encoded by a large gene family in vertebrates. In humans, MHC is also referred to as human leukocyte antigen (HLA). An MHC molecule displays an antigen and presents it to the immune system of the vertebrate. Antigens (also referred to herein as ‘MHC ligands’) bind MHC molecules via a binding motif specific for the MHC molecule. Such binding motifs have been characterized and can be identified in proteins. See for a review Meydan et al. 2013 BMC Bioinformatics 14:S13.

MHC-class I molecules typically present the antigen to CD8 positive T-cells whereas MHC-class II molecules present the antigen to CD4 positive T-cells. The terms “cellular immune response” and “cellular response” or similar terms refer to an immune response directed to cells characterized by presentation of an antigen with class I or class II MHC involving T cells or T-lymphocytes which act as either “helpers” or “killers”. The helper T cells (also termed CD4+ T cells) play a central role by regulating the immune response and the killer cells (also termed cytotoxic T cells, cytolytic T cells, CD8+ T cells or CTLs) kill diseased cells such as cancer cells, preventing the production of more diseased cells.

In preferred embodiments, the present disclosure involves the stimulation of an anti-tumor CTL response against tumor cells expressing one or more tumor-expressed antigens (i.e., NOPs) and preferably presenting such tumor-expressed antigens with class I MHC.

In some embodiments, an entire NOP (e.g., Sequence 1) may be provided as the neoantigen (i.e., peptide). The length of the NOPs identified herein vary from around 10 to around 494 amino acids. Preferred NOPs are at least 20 amino acids in length, more preferably at least 30 amino acids, and most preferably at least 50 amino acids in length. While not wishing to be bound by theory, it is believed that neoantigens longer than 10 amino acids can be processed into shorter peptides, e.g., by antigen presenting cells, which then bind to MHC molecules.

In some embodiments, fragments of a NOP can also be presented as the neoantigen. The fragments comprise at least 8 consecutive amino acids of the NOP, preferably at least 10 consecutive amino acids, and more preferably at least 20 consecutive amino acids, and most preferably at least 30 amino acids. In some embodiments, the fragments can be about 9, about 10, about 11, about 12, about 13, about 14, about 15, about 16, about 17, about 18, about 19, about 20, about 21, about 22, about 23, about 24, about 25, about 26, about 27, about 28, about 29, about 30, about 31, about 32, about 33, about 34, about 35, about 36, about 37, about 38, about 39, about 40, about 41, about 42, about 43, about 44, about 45, about 46, about 47, about 48, about 49, about 50, about 60, about 70, about 80, about 90, about 100, about 110, or about 120 amino acids or greater. Preferably, the fragment is between 8-50, between 8-30, or between 10-20 amino acids. As will be understood by the skilled person, fragments greater than about 10 amino acids can be processed to shorter peptides, e.g., by antigen presenting cells.

The specific mutations resulting in the generation of a neo open reading frame may differ between individuals resulting in differing NOP lengths. However, as depicted in, e.g., FIG. 2, such individuals share common NOP sequences, in particular at the C-terminus of an NOP. While suitable fragments for use as neoantigens may be located at any position along the length of an NOP, fragments located near the C-terminus are preferred as they are expected to benefit a larger number of patients. Preferably, fragments of a NOP correspond to the C-terminal (3′) portion of the NOP, preferably the C-terminal 10 consecutive amino acids, more preferably the C-terminal 20 consecutive amino acids, more preferably the C-terminal 30 consecutive amino acids, more preferably the C-terminal 40 consecutive amino acids, more preferably the C-terminal 50 consecutive amino acids, more preferably the C-terminal 60 consecutive amino acids, more preferably the C-terminal 70 consecutive amino acids, more preferably the C-terminal 80 consecutive amino acids, more preferably the C-terminal 90 consecutive amino acids, and most preferably the C-terminal 100 or more consecutive amino acids. As is clear to a skilled person, the C-terminal amino acids need not include the, e.g., 1-5 most C-terminal amino acids. In some embodiments a subsequence of the preferred C-terminal portion of the NOP may be highly preferred for reasons of manufacturability, solubility and MHC binding strength.

Suitable fragments for use as neoantigens can be readily determined. The NOPs disclosed herein may be analysed by known means in the art in order to identify potential MHC binding peptides (i.e., MHC ligands). Suitable methods are described herein in the examples and include in silico prediction methods (e.g., ANNPRED, BIMAS, EPIMHC, HLABIND, IEDB, KISS, MULTIPRED, NetMHC, PEPVAC, POPI, PREDEP, RANKPEP, SVMHC, SVRMHC, and SYFFPEITHI, see Lundegaard 2010 130:309-318 for a review). MHC binding predictions depend on HLA genotypes, furthermore it is well known in the art that different MHC binding prediction programs predict different MHC affinities for a given epitope. While not wishing to be limited by such predictions, at least 60% of NOP sequences as defined herein, contain one or more predicted high affinity MHC class I binding epitope of 10 amino acids, based on allele HLA-A0201 and using NetMHC4.0.

A skilled person will appreciate that natural variations may occur in the genome resulting in variations in the sequence of an NOP. Accordingly, a neoantigen of the disclosure may comprise minor sequence variations, including, e.g., conservative amino acid substitutions. Conservative substitutions are well known in the art and refer to the substitution of one or more amino acids by similar amino acids. For example, a conservative substitution can be the substitution of an amino acid for another amino acid within the same general class (e.g., an acidic amino acid, a basic amino acid, or a neutral amino acid). A skilled person can readily determine whether such variants retain their immunogenicity, e.g., by determining their ability to bind MHC molecules.

Preferably, a neoantigen has at least 90% sequence identity to the NOPs disclosed herein. Preferably, the neoantigen has at least 95% or 98% sequence identity. The term “% sequence identity” is defined herein as the percentage of nucleotides in a nucleic acid sequence, or amino acids in an amino acid sequence, that are identical with the nucleotides, resp. amino acids, in a nucleic acid or amino acid sequence of interest, after aligning the sequences and optionally introducing gaps, if necessary, to achieve the maximum percent sequence identity. The skilled person understands that consecutive amino acid residues in one amino acid sequence are compared to consecutive amino acid residues in another amino acid sequence. Methods and computer programs for alignments are well known in the art. Sequence identity is calculated over substantially the whole length, preferably the whole (full) length, of a sequence of interest.

The disclosure also provides at least two frameshift-mutation derived peptides (i.e., neoantigens), also referred to herein as a ‘collection’ of peptides. Preferably the collection comprises at least 3, at least 4, at least 5, at least 10, at least 15, or at least 20, or at least 50 neoantigens. In some embodiments, the collections comprise less than 20, preferably less than 15 neoantigens. Preferably, the collections comprise the top 20, more preferably the top 15 most frequently occurring neoantigens in cancer patients. The neoantigens are selected from:

(i) Sequences 1-196, an amino acid sequence having 90% identity to Sequences 1-196, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 1-196;

(ii) Sequences 197-297, an amino acid sequence having 90% identity to Sequences 197-297, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 197-297;

(iii) Sequences 298-552, an amino acid sequence having 90% identity to Sequences 298-552, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 298-552;

(iv) Sequences 553-595, an amino acid sequence having 90% identity to Sequences 553-595, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 553-595; and

(v) Sequences 596-609, an amino acid sequence having 90% identity to Sequences 596-609, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 596-609;

(vi) Sequences 610-680, an amino acid sequence having 90% identity to Sequences 610-680, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 610-680;

(vii) Sequences 681-708, an amino acid sequence having 90% identity to Sequences 681-708, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 681-708; and

(viii) Sequences 709-717, an amino acid sequence having 90% identity to Sequences 709-717, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 709-717.

Preferably, the collection comprises at least two frameshift-mutation derived peptides corresponding to the same gene. Preferably, a collection is provided comprising:

(i) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 1, an amino acid sequence having 90% identity to Sequence 1, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 1; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 2, an amino acid sequence         having 90% identity to Sequence 2, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 2;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 3, an amino acid sequence         having 90% identity to Sequence 3, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 3;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 4, an amino acid sequence         having 90% identity to Sequence 4, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 4;     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 5, an amino acid sequence         having 90% identity to Sequence 5, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 5;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 6, an amino acid sequence         having 90% identity to Sequence 6, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 6;

(ii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 197, an amino acid sequence having 90% identity to Sequence 197, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 197; and

-   -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 198, an amino acid sequence         having 90% identity to Sequence 198, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 198;         preferably also comprising     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 199, an amino acid sequence         having 90% identity to Sequence 199, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 199;         and/or     -   a peptide, or a collection of tiled peptides, having the amino         acid sequence selected from Sequence 200, an amino acid sequence         having 90% identity to Sequence 200, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequence 200;

(iii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 298, an amino acid sequence having 90% identity to Sequence 298, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 298; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 299, an amino acid sequence having 90% identity to Sequence 299, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 299; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 300, an amino acid sequence having 90% identity to Sequence 300, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 300;

(iv) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 553, an amino acid sequence having 90% identity to Sequence 553, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 553; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequences 554-555, an amino acid sequence having 90% identity to Sequences 554-555, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 554-555;

(v) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 596, an amino acid sequence having 90% identity to Sequence 596, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 596; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 597, an amino acid sequence having 90% identity to Sequence 597, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 597; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 598, an amino acid sequence having 90% identity to Sequence 598, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 598;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 599, an amino acid sequence having 90% identity to Sequence 599, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 599;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 600, an amino acid sequence having 90% identity to Sequence 600, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 600; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 601, an amino acid sequence having 90% identity to Sequence 601, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 601;

(vi) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 610, an amino acid sequence having 90% identity to Sequence 610, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 610; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 611, an amino acid sequence having 90% identity to Sequence 611, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 611; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 612, an amino acid sequence having 90% identity to Sequence 612, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 612;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 613, an amino acid sequence having 90% identity to Sequence 613, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 613;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 614, an amino acid sequence having 90% identity to Sequence 614, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 614; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 615, an amino acid sequence having 90% identity to Sequence 615, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 615;

(vii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 681, an amino acid sequence having 90% identity to Sequence 681, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 681; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 682, an amino acid sequence having 90% identity to Sequence 682, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 682; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 683, an amino acid sequence having 90% identity to Sequence 683, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 683;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 684, an amino acid sequence having 90% identity to Sequence 684, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 684;

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 685, an amino acid sequence having 90% identity to Sequence 685, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 685; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 686, an amino acid sequence having 90% identity to Sequence 686, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 686; and/or the collection comprising

(viii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 709, an amino acid sequence having 90% identity to Sequence 709, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 709; and

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 710, an amino acid sequence having 90% identity to Sequence 710, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 710; preferably also comprising

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 711, an amino acid sequence having 90% identity to Sequence 711, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 711; and/or

a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 712, an amino acid sequence having 90% identity to Sequence 712, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 712.

In some embodiments, the collection comprises two or more neoantigens corresponding to the same NOR For example, the collection may comprise two (or more) fragments of Sequence 1 or the collection may comprise a peptide having Sequence 1 and a peptide having 95% identity to Sequence 1.

Preferably, the collection comprises two or more neoantigens corresponding to different NOPs. In some embodiments, the collection comprises two or more neoantigens corresponding to different NOPs of the same gene. For example the peptide may comprise the amino acid sequence of Sequence 1 (or a fragment or collection of tiled fragments thereof) and the amino acid sequence of Sequence 2 (or a fragment or collection of tiled fragments thereof).

Preferably, the collection comprises Sequences 1-4, preferably 1-6, more preferably 1-29, most preferably 1-96 (or a fragment or collection of tiled fragments thereof). Preferably, the collection comprises Sequences 197-200, preferably 197-202, more preferably 197-207 (or a fragment or collection of tiled fragments thereof). Preferably, the collection comprises Sequences 298-300, preferably 298-303, more preferably 298-309 (or a fragment or collection of tiled fragments thereof). Preferably, the collection comprises Sequences 553-555, preferably 553-559, more preferably 553-566 (or a fragment or collection of tiled fragments thereof).

Preferably, the collection comprises Sequences 596-599, preferably 596-602, more preferably 596-609 (or a fragment or collection of tiled fragments thereof). Preferably, the collection comprises Sequences 610-613, preferably 610-618, more preferably 610-624 (or a fragment or collection of tiled fragments thereof). Preferably, the collection comprises Sequences 681-684, preferably 681-687, more preferably 681-695 (or a fragment or collection of tiled fragments thereof). Preferably, the collection comprises Sequences 709-711, preferably 709-714 (or a fragment or collection of tiled fragments thereof).

In some embodiments, the collection comprises two or more neoantigens corresponding to different NOPs of different genes. For example the collection may comprise a peptide having the amino acid sequence of Sequence 1 (or a fragment or collection of tiled fragments thereof) and a peptide having the amino acid sequence of Sequence 43 (or a fragment or collection of tiled fragments thereof). Preferably, the collection comprises at least one neoantigen from group (i) and at least one neoantigen from group (ii); at least one neoantigen from group (i) and at least one neoantigen from group (iii); at least one neoantigen from group (i) and at least one neoantigen from group (iv); at least one neoantigen from group (i) and at least one neoantigen from group (v); at least one neoantigen from group (i) and at least one neoantigen from group (vi); at least one neoantigen from group (i) and at least one neoantigen from group (vii); at least one neoantigen from group (i) and at least one neoantigen from group (viii); at least one neoantigen from group (ii) and at least one neoantigen from group (iii); at least one neoantigen from group (ii) and at least one neoantigen from group (iv); at least one neoantigen from group (ii) and at least one neoantigen from group (v); at least one neoantigen from group (ii) and at least one neoantigen from group (vi); at least one neoantigen from group (ii) and at least one neoantigen from group (vii); at least one neoantigen from group (ii) and at least one neoantigen from group (viii); at least one neoantigen from group (iii) and at least one neoantigen from group (iv); at least one neoantigen from group (iii) and at least one neoantigen from group (v); at least one neoantigen from group (iii) and at least one neoantigen from group (vi); at least one neoantigen from group (iii) and at least one neoantigen from group (vii); at least one neoantigen from group (iii) and at least one neoantigen from group (viii); at least one neoantigen from group (iv) and at least one neoantigen from group (v), at least one neoantigen from group (iv) and at least one neoantigen from group (vi), at least one neoantigen from group (iv) and at least one neoantigen from group (vii), at least one neoantigen from group (iv) and at least one neoantigen from group (viii), at least one neoantigen from group (v) and at least one neoantigen from group (vi), (v) and at least one neoantigen from group (vii), (v) and at least one neoantigen from group (viii), (vi) and at least one neoantigen from group (vii), (vi) and at least one neoantigen from group (viii), (vii) and at least one neoantigen from group (viii). Preferably, the collection comprises at least one neoantigen from group (i), at least one neoantigen from group (ii), and at least one neoantigen from group (iii). Preferably, the collection comprises at least one neoantigen from each of groups (i) to (v). Preferably, the collection comprises at least one neoantigen from each of groups (i) to (viii).

In a preferred embodiment, the collections disclosed herein include Sequence 553 and Sequence 1 (or a variant or fragment or collection of tiled fragments thereof as disclosed herein). In preferred embodiments, the collection further includes one, two or all three of Sequences 2, 709, and 710 (or a variant or fragment or collection of tiled fragments thereof as disclosed herein). In preferred embodiments, the collection further includes, at least one, two, three, or all of Sequence 298, 610, 3, 611, 681 (or a variant or fragment or collection of tiled fragments thereof as disclosed herein). In preferred embodiments, the collection further includes at least one or all of Sequences 4, 526, 299, 597, 682 (or a variant or fragment or collection of tiled fragments thereof as disclosed herein). In preferred embodiments, the collection further includes, at least one, two or more of Sequences 683-684, 197, 5, 6, 300, 598-600, 612-613, 685, 711, 198, 554-555, 601, 686-687 (or a variant or fragment or collection of tiled fragments thereof as disclosed herein). In preferred embodiments, the collection further includes, Sequences 614-618, 7-21, 199-200, 301-303, 556, 602-603, 712-713, 201-206, 304, 557-559, 688-691, 22-29, 207, 305-309, 619 (or a variant or fragment or collection of tiled fragments thereof as disclosed herein). In preferred embodiments, the collection further includes all other Sequences listed in Table 1 and not mentioned earlier in this paragraph (or a variant or fragment or collection of tiled fragments thereof as disclosed herein). Preferably, such collections, or nucleic acid molecules encoding said collections, are useful in treating colorectal cancer.

Such collections comprising multiple neoantigens have the advantage that a single collection (e.g, when used as a vaccine) can benefit a larger group of patients having different frameshift mutations. This makes it feasible to construct and/or test the vaccine in advance and have the vaccine available for off-the-shelf use. This also greatly reduces the time from screening a tumor from a patient to administering a potential vaccine for said tumor to the patient, as it eliminates the time of production, testing and approval. In addition, a single collection consisting of multiple neoantigens corresponding to different genes will limit possible resistance mechanisms of the tumor, e.g. by losing one or more of the targeted neoantigens.

In preferred embodiments, the neoantigens (i.e., peptides) are directly linked. Preferably, the neoantigens are linked by peptide bonds, or rather, the neoantigens are present in a single polypeptide. Accordingly, the disclosure provides polypeptides comprising at least two peptides (i.e., neoantigens) as disclosed herein. In some embodiments, the polypeptide comprises 3, 4, 5, 6, 7, 8, 9, 10 or more peptides as disclosed herein (i.e., neoantigens). Such polypeptides are also referred to herein as ‘polyNOPs’. A collection of peptides can have one or more peptides and one or more polypeptides comprising the respective neoantigens.

In an exemplary embodiment, a polypeptide of the disclosure may comprise 10 different neoantigens, each neoantigen having between 10-400 amino acids. Thus, the polypeptide of the disclosure may comprise between 100-4000 amino acids, or more. As is clear to a skilled person, the final length of the polypeptide is determined by the number of neoantigens selected and their respective lengths. A collection may comprise two or more polypeptides comprising the neoantigens which can be used to reduce the size of each of the polypeptides.

In preferred embodiments, the amino acid sequences of the neoantigens are located directly adjacent to each other in the polypeptide. For example, a nucleic acid molecule may be provided that encodes multiple neoantigens in the same reading frame. In some embodiments, a linker amino acid sequence may be present. Preferably a linker has a length of 1, 2, 3, 4 or 5, or more amino acids. The use of linker may be beneficial, for example for introducing, among others, signal peptides or cleavage sites. In some embodiments at least one, preferably all of the linker amino acid sequences have the amino acid sequence VDD.

As will be appreciated by the skilled person, the peptides and polypeptides disclosed herein may contain additional amino acids, for example at the N- or C-terminus. Such additional amino acids include, e.g., purification or affinity tags or hydrophilic amino acids in order to decrease the hydrophobicity of the peptide. In some embodiments, the neoantigens may comprise amino acids corresponding to the adjacent, wild-type amino acid sequences of the relevant gene, i.e., amino acid sequences located 5′ to the frame shift mutation that results in the neo open reading frame. Preferably, each neoantigen comprises no more than 20, more preferably no more than 10, and most preferably no more than 5 of such wild-type amino acid sequences.

In preferred embodiments, the peptides and polypeptides disclosed herein have a sequence depicted as follows:

A-B-C-(D-E)_(n), wherein

-   -   A, C, and E are independently 0-100 amino acids     -   B and D are amino acid sequences as disclosed herein and         selected from sequences 1-717, or an amino acid sequence having         90% identity to Sequences 1-717, or a fragment thereof         comprising at least 10 consecutive amino acids of Sequences         1-717,     -   n is an integer from 0 to 500.

Preferably, B and D are different amino acid sequences. Preferably, n is an integer from 0-200. Preferably A, C, and E are independently 0-50 amino acids, more preferably independently 0-20 amino acids.

The peptides and polypeptides disclosed herein can be produced by any method known to a skilled person. In some embodiments, the peptides and polypeptide are chemically synthesized. The peptides and polypeptide can also be produced using molecular genetic techniques, such as by inserting a nucleic acid into an expression vector, introducing the expression vector into a host cell, and expressing the peptide. Preferably, such peptides and polypeptide are isolated, or rather, substantially isolated from other polypeptides, cellular components, or impurities. The peptide and polypeptide can be isolated from other (poly)peptides as a result of solid phase protein synthesis, for example. Alternatively, the peptides and polypeptide can be substantially isolated from other proteins after cell lysis from recombinant production (e.g., using HPLC).

The disclosure further provides nucleic acid molecules encoding the peptides and polypeptide disclosed herein. Based on the genetic code, a skilled person can determine the nucleic acid sequences which encode the (poly)peptides disclosed herein. Based on the degeneracy of the genetic code, sixty-four codons may be used to encode twenty amino acids and translation termination signal.

In a preferred embodiment, the nucleic acid molecules are codon optimized. As is known to a skilled person, codon usage bias in different organisms can effect gene expression level. Various computational tools are available to the skilled person in order to optimize codon usage depending on which organism the desired nucleic acid will be expressed. Preferably, the nucleic acid molecules are optimized for expression in mammalian cells, preferably in human cells. Table 2 lists for each acid amino acid (and the stop codon) the most frequently used codon as encountered in the human exome.

TABLE 2 most frequently used codon for each amino acid and most frequently used stop codon. A GCC C TGC D GAC E GAG F TTC G GGC H CAC I ATC K AAG L CTG M ATG N AAC P CCC Q CAG R CGG S AGC T ACC V GTG W TGG Y TAC Stop TGA

In preferred embodiments, at least 50%, 60%, 70%, 80%, 90%, or 100% of the amino acids are encoded by a codon corresponding to a codon presented in Table 2.

In preferred embodiments, the nucleic acid molecule encodes for a linker amino acid sequence in the peptide. Preferably, the nucleic acid sequence encoding the linker comprises at least one codon triplet that codes for a stop codon when a frameshift occurs. Preferably, said codon triplet is chosen from the group consisting of: ATA, CTA, GTA, TTA, ATG, CTG, GTG, TTG, AAA, AAC, AAG, AAT, AGA, AGC, AGG, AGT, GAA, GAC, GAG, and GAT. These codons do not code for a stop codon, but could create a stop codon in case of a frame shift, such as when read in the +1, +2, +4, +, 5, etc. reading frame. For example, two amino acid encoding sequences are linked by a linker amino acid encoding sequence as follows (linker amino acid encoding sequence in bold):

CTATACAGGCGAATGAGATTATG

Resulting in the following amino acid sequence (amino acid linker sequence in bold): LYRRMRL

In case of a +1 frame shift, the following sequence is encoded:

YTGE[stop]DY

This embodiment has the advantage that if a frame shift occurs in the nucleotide sequence encoding the peptide, the nucleic acid sequence encoding the linker will terminate translation, thereby preventing expression of (part of) the native protein sequence for the gene related to peptide sequence encoded by the nucleotide sequence.

In some preferred embodiments, the linker amino acid sequences are encoded by the nucleotide sequence GTAGATGAC. This linker has the advantage that it contains two out of frame stop codons (TAG and TGA), one in the +1 and one in the −1 reading frame. The amino acid sequence encoded by this nucleotide sequence is VDD. The added advantage of using a nucleotide sequence encoding for this linker amino acid sequence is that any frame shift will result in a stop codon.

The disclosure also provides binding molecules and a collection of binding molecules that bind the neoantigens disclosed herein and or a neoantigen/MHC complex. In some embodiments the binding molecule is an antibody, a T-cell receptor, or an antigen binding fragment thereof. In some embodiments the binding molecule is a chimeric antigen receptor comprising i) a T cell activation molecule; ii) a transmembrane region; and iii) an antigen recognition moiety; wherein said antigen recognition moieties bind the neoantigens disclosed herein and or a neoantigen/MHC complex.

The term “antibody” as used herein refers to an immunoglobulin molecule that is typically composed of two identical pairs of polypeptide chains, each pair of chains consisting of one “heavy” chain with one “light” chain. The human light chains are classified as kappa and lambda. The heavy chains comprise different classes namely: mu, delta, gamma, alpha or epsilon. These classes define the isotype of the antibody, such as IgM, IgD, IgG IgA and IgE, respectively. These classes are important for the function of the antibody and help to regulate the immune response. Both the heavy chain and the light chain comprise a variable domain and a constant region. Each heavy chain variable region (VH) and light chain variable region (VL) comprises complementary determining regions (CDR) interspersed by framework regions (FR). The variable region has in total four FRs and three CDRs. These are arranged from the amino- to the carboxyl-terminus as follows: FR1. CDR1, FR2, CDR2, FR3, CDR3, FR4. The variable regions of the light and heavy chain together form the antibody binding site and define the specificity for the epitope.

The term “antibody” encompasses murine, humanized, deimmunized, human, and chimeric antibodies, and an antibody that is a multimeric form of antibodies, such as dimers, trimers, or higher-order multimers of monomeric antibodies. The term antibody also encompasses monospecific, bispecific or multi-specific antibodies, and any other modified configuration of the immunoglobulin molecule that comprises an antigen recognition site of the required specificity.

Preferably, an antibody or antigen binding fragment thereof as disclosed herein is a humanized antibody or antigen binding fragment thereof. The term “humanized antibody” refers to an antibody that contains some or all of the CDRs from a non-human animal antibody while the framework and constant regions of the antibody contain amino acid residues derived from human antibody sequences. Humanized antibodies are typically produced by grafting CDRs from a mouse antibody into human framework sequences followed by back substitution of certain human framework residues for the corresponding mouse residues from the source antibody. The term “deimmunized antibody” also refers to an antibody of non-human origin in which, typically in one or more variable regions, one or more epitopes have been removed, that have a high propensity of constituting a human T-cell and/or B-cell epitope, for purposes of reducing immunogenicity. The amino acid sequence of the epitope can be removed in full or in part. However, typically the amino acid sequence is altered by substituting one or more of the amino acids constituting the epitope for one or more other amino acids, thereby changing the amino acid sequence into a sequence that does not constitute a human T-cell and/or B-cell epitope. The amino acids are substituted by amino acids that are present at the corresponding position(s) in a corresponding human variable heavy or variable light chain as the case may be.

In some embodiments, an antibody or antigen binding fragment thereof as disclosed herein is a human antibody or antigen binding fragment thereof. The term “human antibody” refers to an antibody consisting of amino acid sequences of human immunoglobulin sequences only. Human antibodies may be prepared in a variety of ways known in the art.

As used herein, antigen-binding fragments include Fab, F(ab′), F(ab′)2, complementarity determining region (CDR) fragments, single-chain antibodies (scFv), bivalent single-chain antibodies, and other antigen recognizing immunoglobulin fragments.

In some embodiments, the antibody or antigen binding fragment thereof is an isolated antibody or antigen binding fragment thereof. The term “isolated”, as used herein, refers to material which is substantially or essentially free from components which normally accompany it in nature.

In some embodiments, the antibody or antigen binding fragment thereof is linked or attached to a non-antibody moiety. In preferred embodiments, the non-antibody moiety is a cytotoxic moiety such as auristatins, maytanasines, calicheasmicins, duocarymycins, a-amanitin, doxorubicin, and centanamycin. Other suitable cytotoxins and methods for preparing such antibody drug conjugates are known in the art; see, e.g., WO2013085925A1 and WO2016133927A1.

Antibodies which bind a particular epitope can be generated by methods known in the art. For example, polyclonal antibodies can be made by the conventional method of immunizing a mammal (e.g., rabbits, mice, rats, sheep, goats). Polyclonal antibodies are then contained in the sera of the immunized animals and can be isolated using standard procedures (e.g., affinity chromatography, immunoprecipitation, size exclusion chromatography, and ion exchange chromatography). Monoclonal antibodies can be made by the conventional method of immunization of a mammal, followed by isolation of plasma B cells producing the monoclonal antibodies of interest and fusion with a myeloma cell (see, e.g., Mishell, B. B., et al., Selected Methods In Cellular Immunology, (W.H. Freeman, ed.) San Francisco (1980)). Peptides corresponding to the neoantiens disclosed herein may be used for immunization in order to produce antibodies which recognize a particular epitope. Screening for recognition of the epitope can be performed using standard immunoassay methods including ELISA techniques, radioimmunoassays, immunofluorescence, immunohistochemistry, and Western blotting. See, Short Protocols in Molecular Biology, Chapter 11, Green Publishing Associates and John Wiley & Sons, Edited by Ausubel, F. M et al., 1992. In vitro methods of antibody selection, such as antibody phage display, may also be used to generate antibodies recognizing the neoantigens disclosed herein (see, e.g., Schirrmann et al. Molecules 2011 16:412-426).

T-cell receptors (TCRs) are expressed on the surface of T-cells and consist of an α chain and a β chain. TCRs recognize antigens bound to MHC molecules expressed on the surface of antigen-presenting cells. The T-cell receptor (TCR) is a heterodimeric protein, in the majority of cases (95%) consisting of a variable alpha (α) and beta (β) chain, and is expressed on the plasma membrane of T-cells. The TCR is subdivided in three domains: an extracellular domain, a transmembrane domain and a short intracellular domain. The extracellular domain of both α and β chains have an immunoglobulin-like structure, containing a variable and a constant region. The variable region recognizes processed peptides, among which neoantigens, presented by major histocompatibility complex (MHC) molecules, and is highly variable. The intracellular domain of the TCR is very short, and needs to interact with CD3ζ to allow for signal propagation upon ligation of the extracellular domain.

With the focus of cancer treatment shifted towards more targeted therapies, among which immunotherapy, the potential of therapeutic application of tumor-directed T-cells is increasingly explored. One such application is adoptive T-cell therapy (ATCT) using genetically modified T-cells that carry chimeric antigen receptors (CARs) recognizing a particular epitope (Ref Gomes-Silva 2018). The extracellular domain of the CAR is commonly formed by the antigen-specific subunit of (scFv) of a monoclonal antibody that recognizes a tumor-antigen (Ref Abate-Daga 2016). This enables the CAR T-cell to recognize epitopes independent of MHC-molecules, thus widely applicable, as their functionality is not restricted to individuals expressing the specific MHC-molecule recognized by the TCR. Methods for engineering TCRs that bind a particular epitope are known to a skilled person. See, for example, US20100009863A1, which describes methods of modifying one or more structural loop regions. The intracellular domain of the CAR can be a TCR intracellular domain or a modified peptide to enable induction of a signaling cascade without the need for interaction with accessory proteins. This is accomplished by inclusion of the CD3ζ-signalling domain, often in combination with one or more co-stimulatory domains, such as CD28 and 4-1BB, which further enhance CAR T-cell functioning and persistence (Ref Abate-Daga 2016).

The engineering of the extracellular domain towards an scFv limits CAR T-cell to the recognition of molecules that are expressed on the cell-surface. Peptides derived from proteins that are expressed intracellularly can be recognized upon their presentation on the plasma membrane by MHC molecules, of which human form is called human leukocyte antigen (HLA). The HLA-haplotype generally differs among individuals, but some HLA types, like HLA-A*02:01, are globally common. Engineering of CAR T-cell extracellular domains recognizing tumor-derived peptides or neoantigens presented by a commonly shared HLA molecule enables recognition of tumor antigens that remain intracellular. Indeed CAR T-cells expressing a CAR with a TCR-like extracellular domain have been shown to be able to recognize tumor-derived antigens in the context of HLA-A*02:01 (Refs Zhang 2014, Ma 2016, Liu 2017).

In some embodiments, the binding molecules are monospecific, or rather they bind one of the neoantigens disclosed herein. In some embodiments, the binding molecules are bispecific, e.g., bispecific antibodies and bispecific chimeric antigen receptors.

In some embodiments, the disclosure provides a first antigen binding domain that binds a first neoantigen described herein and a second antigen binding domain that binds a second neoantigen described herein. The first and second antigen binding domains may be part of a single molecule, e.g., as a bispecific antibody or bispecific chimeric antigen receptor or they may be provided on separate molecules, e.g., as a collection of antibodies, T-cell receptors, or chimeric antigen receptors. In some embodiments, 3, 4, 5 or more antigen binding domains are provided each binding a different neoantigen disclosed herein. As used herein, an antigen binding domain includes the variable (antigen binding) domain of a T-cell receptor and the variable domain of an antibody (e.g., comprising a light chain variable region and a heavy chain variable region).

The disclosure further provides nucleic acid molecules encoding the antibodies, TCRs, and CARs disclosed herein. In a preferred embodiment, the nucleic acid molecules are codon optimized as disclosed herein.

The disclosure further provides vectors comprising the nucleic acids molecules disclosed herein. A “vector” is a recombinant nucleic acid construct, such as plasmid, phase genome, virus genome, cosmid, or artificial chromosome, to which another nucleic acid segment may be attached. The term “vector” includes both viral and non-viral means for introducing the nucleic acid into a cell in vitro, ex vivo or in vivo. The disclosure contemplates both DNA and RNA vectors. The disclosure further includes self-replicating RNA with (virus-derived) replicons, including but not limited to mRNA molecules derived from mRNA molecules from alphavirus genomes, such as the Sindbis, Semliki Forest and Venezuelan equine encephalitis viruses.

Vectors, including plasmid vectors, eukaryotic viral vectors and expression vectors are known to the skilled person. Vectors may be used to express a recombinant gene construct in eukaryotic cells depending on the preference and judgment of the skilled practitioner (see, for example, Sambrook et al., Chapter 16). For example, many viral vectors are known in the art including, for example, retroviruses, adeno-associated viruses, and adenoviruses. Other viruses useful for introduction of a gene into a cell include, but a not limited to, arenavirus, herpes virus, mumps virus, poliovirus, Sindbis virus, and vaccinia virus, such as, canary pox virus. The methods for producing replication-deficient viral particles and for manipulating the viral genomes are well known. In some embodiments, the vaccine comprises an attenuated or inactivated viral vector comprising a nucleic acid disclosed herein.

Preferred vectors are expression vectors. It is within the purview of a skilled person to prepare suitable expression vectors for expressing the inhibitors disclosed hereon. An “expression vector” is generally a DNA element, often of circular structure, having the ability to replicate autonomously in a desired host cell, or to integrate into a host cell genome and also possessing certain well-known features which, for example, permit expression of a coding DNA inserted into the vector sequence at the proper site and in proper orientation. Such features can include, but are not limited to, one or more promoter sequences to direct transcription initiation of the coding DNA and other DNA elements such as enhancers, polyadenylation sites and the like, all as well known in the art. Suitable regulatory sequences including enhancers, promoters, translation initiation signals, and polyadenylation signals may be included. Additionally, depending on the host cell chosen and the vector employed, other sequences, such as an origin of replication, additional DNA restriction sites, enhancers, and sequences conferring inducibility of transcription may be incorporated into the expression vector. The expression vectors may also contain a selectable marker gene which facilitates the selection of host cells transformed or transfected. Examples of selectable marker genes are genes encoding a protein such as G418 and hygromycin which confer resistance to certain drugs, β-galactosidase, chloramphenicol acetyltransferase, and firefly luciferase.

The expression vector can also be an RNA element that contains the sequences required to initiate translation in the desired reading frame, and possibly additional elements that are known to stabilize or contribute to replicate the RNA molecules after administration. Therefore when used herein the term DNA when referring to an isolated nucleic acid encoding the peptide according to the invention should be interpreted as referring to DNA from which the peptide can be transcribed or RNA molecules from which the peptide can be translated.

Also provided for is a host cell comprising an nucleic acid molecule or a vector as disclosed herein. The nucleic acid molecule may be introduced into a cell (prokaryotic or eukaryotic) by standard methods. As used herein, the terms “transformation” and “transfection” are intended to refer to a variety of art recognized techniques to introduce a DNA into a host cell. Such methods include, for example, transfection, including, but not limited to, liposome-polybrene, DEAE dextran-mediated transfection, electroporation, calcium phosphate precipitation, microinjection, or velocity driven microprojectiles (“biolistics”). Such techniques are well known by one skilled in the art. See, Sambrook et al. (1989) Molecular Cloning: A Laboratory Manual (2 ed. Cold Spring Harbor Lab Press, Plainview, N.Y.). Alternatively, one could use a system that delivers the DNA construct in a gene delivery vehicle. The gene delivery vehicle may be viral or chemical. Various viral gene delivery vehicles can be used with the present invention. In general, viral vectors are composed of viral particles derived from naturally occurring viruses. The naturally occurring virus has been genetically modified to be replication defective and does not generate additional infectious viruses, or it may be a virus that is known to be attenuated and does not have unacceptable side effects.

Preferably, the host cell is a mammalian cell, such as MRCS cells (human cell line derived from lung tissue), HuH7 cells (human liver cell line), CHO-cells (Chinese Hamster Ovary), COS-cells (derived from monkey kidney (African green monkey), Vero-cells (kidney epithelial cells extracted from African green monkey), Hela-cells (human cell line), BHK-cells (baby hamster kidney cells, HEK-cells (Human Embryonic Kidney), NSO-cells (Murine myeloma cell line), C127-cells (nontumorigenic mouse cell line), PerC6®-cells (human cell line, Crucell), and Madin-Darby Canine Kidney(MDCK) cells. In some embodiments, the disclosure comprises an in vitro cell culture of mammalian cells expressing the neoantigens disclosed herein. Such cultures are useful, for example, in the production of cell-based vaccines, such as viral vectors expressing the neoantigens disclosed herein.

In some embodiments the host cells express the antibodies, TCRs, or CARs as disclosed herein. As will be clear to a skilled person, individual polypeptide chains (e.g., immunoglobulin heavy and light chains) may be provided on the same or different nucleic acid molecules and expressed by the same or different vectors.

For example, in some embodiments, a host cell is transfected with a nucleic acid encoding an α-TCR polypeptide chain and a nucleic acid encoding a β-polypeptide chain.

In preferred embodiments, the disclosure provides T-cells expressing a TCR or CAR as disclosed herein. T cells may be obtained from, e.g., peripheral blood mononuclear cells, bone marrow, lymph node tissue, cord blood, thymus tissue, spleen tissue, and tumors. Preferably, the T-cells are obtained from the individual to be treated (autologous T-cells). T-cells may also be obtained from healthy donors (allogenic T-cells). Isolated T-cells are expanded in vitro using established methods, such as stimulation with cytokines (IL-2). Methods for obtaining and expanding T-cells for adoptive therapy are well known in the art and are also described, e.g., in EP2872533A1.

The disclosure also provides vaccines comprising one or more neoantigens as disclosed herein. In particular, the vaccine comprises one or more (poly)peptides, antibodies or antigen binding fragments thereof, TCRs, CARS, nucleic acid molecules, vectors, or cells (or cell cultures) as disclosed herein.

The vaccine may be prepared so that the selection, number and/or amount of neoantigens (e.g., peptides or nucleic acids encoding said peptides) present in the composition is patient-specific. Selection of one or more neoantigens may be based on sequencing information from the tumor of the patient. For any frame shift mutation found, a corresponding NOP is selected. Preferably, the vaccine comprises more than one neoantigen corresponding to the NOP selected. In case multiple frame shift mutations (multiple NOPs) are found, multiple neoantigens corresponding to each NOP may be selected for the vaccine.

The selection may also be dependent on the specific type of cancer, the status of the disease, earlier treatment regimens, the immune status of the patient, and, HLA-haplotype of the patient. Furthermore, the vaccine can contain individualized components, according to personal needs of the particular patient.

As is clear to a skilled person, if multiple neoantigens are used, they may be provided in a single vaccine composition or in several different vaccines to make up a vaccine collection. The disclosure thus provides vaccine collections comprising a collection of tiled peptides, collection of peptides as disclosed herein, as well as nucleic acid molecules, vectors, or host cells as disclosed herein. As is clear to a skilled person, such vaccine collections may be administered to an individual simultaneously or consecutively (e.g., on the same day) or they may be administered several days or weeks apart.

Various known methods may be used to administer the vaccines to an individual in need thereof. For instance, one or more neoantigens can be provided as a nucleic acid molecule directly, as “naked DNA”. Neoantigens can also be expressed by attenuated viral hosts, such as vaccinia or fowlpox. This approach involves the use of a virus as a vector to express nucleotide sequences that encode the neoantigen. Upon introduction into the individual, the recombinant virus expresses the neoantigen peptide, and thereby elicits a host CTL response. Vaccination using viral vectors is well-known to a skilled person and vaccinia vectors and methods useful in immunization protocols are described in, e.g., U.S. Pat. No. 4,722,848. Another vector is BCG (Bacille Calmette Guerin) as described in Stover et al. (Nature 351:456-460 (1991)).

Preferably, the vaccine comprises a pharmaceutically acceptable excipient and/or an adjuvant. The compositions may contain pharmaceutically acceptable auxiliary substances as required to approximate physiological conditions, such as pH adjusting and buffering agents, tonicity adjusting agents, wetting agents and the like. Suitable adjuvants are well-known in the art and include, aluminum (or a salt thereof, e.g., aluminium phosphate and aluminium hydroxide), monophosphoryl lipid A, squalene (e.g., MF59), and cytosine phosphoguanine (CpG), montanide, liposomes (e.g. CAF adjuvants, cationic adjuvant formulations and variations thereof), lipoprotein conjugates (e.g. Amplivant), Resiquimod, Iscomatrix, hiltonol, poly-ICLC (polyriboinosinic-polyribocytidylic acid-polylysine carboxymethylcellulose). A skilled person is able to determine the appropriate adjuvant, if necessary, and an immune-effective amount thereof. As used herein, an immune-effective amount of adjuvant refers to the amount needed to increase the vaccine's immunogenicity in order to achieve the desired effect.

The disclosure also provides the use of the neoantigens disclosed herein for the treatment of disease, in particular for the treatment of colorectal cancer in an individual. Colorectal cancer refers to cancer that develops in the colon or rectum. In preferred embodiments, the colorectal cancer is colon cancer, such as colon adenocarcinoma (COAD). In preferred embodiments, the colorectal cancer is rectal cancer, such as rectal adenocarcinoma (READ). Adenocarcinomas make up approximately 95% of colorectal cancers. It is within the purview of a skilled person to diagnose an individual with as having colorectal cancer.

As used herein, the terms “treatment,” “treat,” and “treating” refer to reversing, alleviating, or inhibiting the progress of a disease, or reversing, alleviating, delaying the onset of, or inhibiting one or more symptoms thereof. Treatment includes, e.g., slowing the growth of a tumor, reducing the size of a tumor, and/or slowing or preventing tumor metastasis.

The term ‘individual’ includes mammals, both humans and non-humans and includes but is not limited to humans, non-human primates, canines, felines, murines, bovines, equines, and porcines. Preferably, the human is a mammal.

As used herein, administration or administering in the context of treatment or therapy of a subject is preferably in a “therapeutically effective amount”, this being sufficient to show benefit to the individual. The actual amount administered, and rate and time-course of administration, will depend on the nature and severity of the disease being treated. Prescription of treatment, e.g. decisions on dosage etc., is within the responsibility of general practitioners and other medical doctors, and typically takes account of the disorder to be treated, the condition of the individual patient, the site of delivery, the method of administration and other factors known to practitioners.

The optimum amount of each neoantigen to be included in the vaccine composition and the optimum dosing regimen can be determined by one skilled in the art without undue experimentation. The composition may be prepared for injection of the peptide, nucleic acid molecule encoding the peptide, or any other carrier comprising such (such as a virus or liposomes). For example, doses of between 1 and 500 mg 50 μg and 1.5 mg, preferably 125 μg to 500 μg, of peptide or DNA may be given and will depend from the respective peptide or DNA. Other methods of administration are known to the skilled person. Preferably, the vaccines may be administered parenterally, e.g., intravenously, subcutaneously, intradermally, intramuscularly, or otherwise.

For therapeutic use, administration may begin at or shortly after the surgical removal of tumors. This can be followed by boosting doses until at least symptoms are substantially abated and for a period thereafter.

In some embodiments, the vaccines may be provided as a neoadjuvant therapy, e.g., prior to the removal of tumors or prior to treatment with radiation or chemotherapy. Neoadjuvant therapy is intended to reduce the size of the tumor before more radical treatment is used. For that reason being able to provide the vaccine off-the-shelf or in a short period of time is very important.

Also disclosed herein, the vaccine is capable of initiating a specific T-cell response. It is within the purview of a skilled person to measure such T-cell responses either in vivo or in vitro, e.g. by analyzing IFN-γ production or tumor killing by T-cells. In therapeutic applications, vaccines are administered to a patient in an amount sufficient to elicit an effective CTL response to the tumor antigen and to cure or at least partially arrest symptoms and/or complications.

The vaccine disclosed herein can be administered alone or in combination with other therapeutic agents. The therapeutic agent is for example, a chemotherapeutic agent, radiation, or immunotherapy, including but not limited to checkpoint inhibitors, such as nivolumab, ipilimumab, pembrolizumab, or the like. Any suitable therapeutic treatment for a particular, cancer may be administered.

The term “chemotherapeutic agent” refers to a compound that inhibits or prevents the viability and/or function of cells, and/or causes destruction of cells (cell death), and/or exerts anti-tumor/anti-proliferative effects. The term also includes agents that cause a cytostatic effect only and not a mere cytotoxic effect. Examples of chemotherapeutic agents include, but are not limited to bleomycin, capecitabine, carboplatin, cisplatin, cyclophosphamide, docetaxel, doxorubicin, etoposide, interferon alpha, irinotecan, lansoprazole, levamisole, methotrexate, metoclopramide, mitomycin, omeprazole, ondansetron, paclitaxel, pilocarpine, rituxitnab, tamoxifen, taxol, trastuzumab, vinblastine, and vinorelbine tartrate.

Preferably, the other therapeutic agent is an anti-immunosuppressive/immunostimulatory agent, such as anti-CTLA antibody or anti-PD-1 or anti-PD-L1. Blockade of CTLA-4 or PD-L1 by antibodies can enhance the immune response to cancerous cells. In particular, CTLA-4 blockade has been shown effective when following a vaccination protocol.

As is understood by a skilled person the vaccine and other therapeutic agents may be provided simultaneously, separately, or sequentially. In some embodiments, the vaccine may be provided several days or several weeks prior to or following treatment with one or more other therapeutic agents. The combination therapy may result in an additive or synergistic therapeutic effect.

As disclosed herein, the present disclosure provides vaccines which can be prepared as off-the-shelf vaccines. As used herein “off-the-shelf” means a vaccine as disclosed herein that is available and ready for administration to a patient. For example, when a certain frame shift mutation is identified in a patient, the term “off-the-shelf” would refer to a vaccine according to the disclosure that is ready for use in the treatment of the patient, meaning that, if the vaccine is peptide based, the corresponding polyNOP peptide may, for example already be expressed and for example stored with the required excipients and stored appropriately, for example at −20° C. or −80° C. Preferably the term “off-the-shelf” also means that the vaccine has been tested, for example for safety or toxicity. More preferably the term also means that the vaccine has also been approved for use in the treatment or prevention in a patient. Accordingly, the disclosure also provides a storage facility for storing the vaccines disclosed herein. Depending on the final formulation, the vaccines may be stored frozen or at room temperature, e.g., as dried preparations. Preferably, the storage facility stores at least 20 or at least 50 different vaccines, each recognizing a neoantigen disclosed herein.

The present disclosure also contemplates methods which include determining the presence of NOPs in a tumor sample. In a preferred embodiment, a tumor of a patient can be screened for the presence of frame shift mutations and an NOP can be identified that results from such a frame shift mutation. Based on the NOP(s) identified in the tumor, a vaccine comprising the relevant NOP(s) can be provided to immunize the patient, so the immune system of the patient will target the tumor cells expressing the neoantigen. An exemplary workflow for providing a neoantigen as disclosed herein is as follows. When a patient is diagnosed with a cancer, a biopsy may be taken from the tumor or a sample set is taken of the tumor after resection. The genome, exome and/or transcriptome is sequenced by any method known to a skilled person. The outcome is compared, for example using a web interface or software, to the library of NOPs disclosed herein. A patient whose tumor expresses one of the NOPs disclosed herein is thus a candidate for a vaccine comprising the NOP (or a fragment thereof).

Accordingly, the disclosure provides a method for determining a therapeutic treatment for an individual afflicted with cancer, said method comprising determining the presence of a frame shift mutation which results in the expression of an NOP selected from sequences 1-717. Identification of the expression of an NOP indicates that said individual should be treated with a vaccine corresponding to the identified NOP. For example, if it is determined that tumor cells from an individual express Sequence 1, then a vaccine comprising Sequence 1 or a fragment thereof is indicated as a treatment for said individual.

Accordingly, the disclosure provides a method for determining a therapeutic treatment for an individual afflicted with cancer, said method comprising a. performing complete, targeted or partial genome, exome, ORFeome, or transcriptome sequencing of at least one tumor sample obtained from the individual to obtain a set of sequences of the subject-specific tumor genome, exome, ORFeome, or transcriptome;

b. comparing at least one sequence or portion thereof from the set of sequences with one or more sequences selected from:

(i) APC: Sequences 1-196, more preferably sequences 1-60.

(ii) ARID1A: Sequences 197-297, more preferably sequences 197-232.

KMT2D: Sequences 298-552, more preferably sequences 298-337.

(iv) RNF43: Sequences 553-595, more preferably sequences 553-566.

(v) SOX9: Sequences 596-608.

(vi) TCF7L2: Sequences 610-680, more preferably sequences 610-630.

(vii) TP53: Sequences 681-708, more preferably sequences 681-696.

(viii) ZFP36L2: Sequences 709-717, more preferably sequences 709-714.

c. identifying a match between the at least one sequence or portion thereof from the set of sequences and a sequence from groups (i) to (v) when the sequences have a string in common representative of at least 8 amino acids to identify a neoantigen encoded by a frameshift mutation;

wherein a match indicates that said individual is to be treated with the vaccine as disclosed herein.

As used herein the term “sequence” can refer to a peptide sequence, DNA sequence or RNA sequence. The term “sequence” will be understood by the skilled person to mean either or any of these, and will be clear in the context provided. For example, when comparing sequences to identify a match, the comparison may be between DNA sequences, RNA sequences or peptide sequences, but also between DNA sequences and peptide sequences. In the latter case the skilled person is capable of first converting such DNA sequence or such peptide sequence into, respectively, a peptide sequence and a DNA sequence in order to make the comparison and to identify the match. As is clear to a skilled person, when sequences are obtained from the genome or exome, the DNA sequences are preferably converted to the predicted peptide sequences. In this way, neo open reading frame peptides are identified.

As used herein the term “exome” is a subset of the genome that codes for proteins. An exome can be the collective exons of a genome, or also refer to a subset of the exons in a genome, for example all exons of known cancer genes.

As used herein the term “transcriptome” is the set of all RNA molecules is a cell or population of cells. In a preferred embodiment the transcriptome refers to all mRNA.

In some preferred embodiments the genome is sequenced. In some preferred embodiments the exome is sequenced. In some preferred embodiments the transcriptome is sequenced. In some preferred embodiments a panel of genes is sequenced, for example APC, ARID1A, KMT2D, RNF43, SOX9, TCF7L2, TP53, and/or ZFP36L2. In some preferred embodiments a single gene is sequenced. Preferably the transcriptome is sequenced, in particular the mRNA present in a sample from a tumor of the patient. The transcriptome is representative of genes and neo open reading frame peptides as defined herein being expressed in the tumor in the patient.

As used herein the term “sample” can include a single cell or multiple cells or fragments of cells or an aliquot of body fluid, taken from an individual, by means including venipuncture, excretion, ejaculation, massage, biopsy, needle aspirate, lavage sample, scraping, surgical incision, or intervention or other means known in the art. The DNA and/or RNA for sequencing is preferably obtained by taking a sample from a tumor of the patient. The skilled person knowns how to obtain samples from a tumor of a patient and depending on the nature, for example location or size, of the tumor. Preferably the tumor is a tumor of the colon or rectum. Preferably the sample is obtained from the patient by biopsy or resection. The sample is obtained in such manner that is allows for sequencing of the genetic material obtained therein. In order to prevent a less accurate identification of at least one antigen, preferably the sequence of the tumor sample obtained from the patient is compared to the sequence of other non-tumor tissue of the patient, usually blood, obtained by known techniques (e.g. venipuncture).

Identification of frame shift mutations can be done by sequencing of RNA or DNA using methods known to the skilled person. Sequencing of the genome, exome, ORFeome, or transcriptome may be complete, targeted or partial. In some embodiments the sequencing is complete (whole sequencing). In some embodiments the sequencing is targeted. With targeted sequencing is meant that purposively certain region or portion of the genome, exome, ORFeome or transcriptome are sequenced. For example targeted sequencing may be directed to only sequencing for sequences in the set of sequences obtained from the cancer patient that would provide for a match with one or more of the sequences in the sequence listing, for example by using specific primers. In some embodiment only portion of the genome, exome, ORFeome or transcriptome is sequenced. The skilled person is well-aware of methods that allow for whole, targeted or partial sequencing of the genome, exome, ORFeome or transcriptome of a tumor sample of a patient. For example any suitable sequencing-by-synthesis platform can be used including the Genome Sequencers from Illumina/Solexa, the Ion Torrent system from Applied BioSystems, and the RSII or Sequel systems from Pacific Biosciences. Alternatively Nanopore sequencing may be used, such as the MinION, GridION or PromethION platform offered by Oxford Nanopore Technologies. The method of sequencing the genome, exome, ORFeome or transcriptome is not in particular limited within the context of the present invention.

Sequence comparison can be performed by any suitable means available to the skilled person. Indeed the skilled person is well equipped with methods to perform such comparison, for example using software tools like BLAST and the like, or specific software to align short or long sequence reads, accurate or noisy sequence reads to a reference genome, e.g. the human reference genome GRCh37 or GRCh38. A match is identified when a sequence identified in the patients material and a sequence as disclosed herein have a string, i.e. a peptide sequence (or RNA or DNA sequence encoding such peptide (sequence) in case the comparison is on the level of RNA or DNA) in common representative of at least 8, preferably at least 10 adjacent amino acids. Furthermore, sequence reads derived from a patients cancer genome (or transcriptome) can partially match the genomic DNA sequences encoding the amino acid sequences as disclosed herein, for example if such sequence reads are derived from exon/intron boundaries or exon/exon junctions, or if part of the sequence aligns upstream (to the 5′ end of the gene) of the position of a frameshift mutation. Analysis of sequence reads and identification of frameshift mutations will occur through standard methods in the field. For sequence alignment, aligners specific for short or long reads can be used, e.g. BWA (Li and Durbin, Bioinformatics. 2009 Jul. 15; 25(14):1754-60) or Minimap2 (Li, Bioinformatics. 2018 Sep. 15; 34(18):3094-3100). Subsequently, frameshift mutations can be derived from the read alignments and their comparison to a reference genome sequence (e.g. the human reference genome GRCh37) using variant calling tools, for example Genome Analysis ToolKit (GATK), and the like (McKenna et al. Genome Res. 2010 September; 20(9):1297-303).

A match between an individual patient's tumor sample genome or transcriptome sequence and one or more NOPs disclosed herein indicates that said tumor expresses said NOP and that said patient would likely benefit from treatment with a vaccine comprising said NOP (or a fragment thereof). More specifically, a match occurs if a frameshift mutation is identified in said patient's tumor genome sequence and said frameshift leads to a novel reading frame (+1 or −1 with respect to the native reading from of a gene). In such instance, the predicted out-of-frame peptide derived from the frameshift mutation matches any of the sequences 1-717 as disclosed herein. In some embodiments, said patient is administered said NOP (e.g., by administering the peptides, nucleic acid molecules, vectors, host cells or vaccines as disclosed herein).

In some embodiments, the methods further comprise sequencing the genome, exome, ORFeome, or transcriptome (or a part thereof) from a normal, non-tumor sample from said individual and determining whether there is a match with one or more NOPs identified in the tumor sample. Although the neoantigens disclosed herein appear to be specific to tumors, such methods may be employed to confirm that the neoantigen is tumor specific and not, e.g., a germline mutation.

The disclosure further provides the use of the neoantigens and vaccines disclosed herein in prophylactic methods from preventing or delaying the onset of colorectal cancer. Approximately 4%-4.5% of women and men, respectively, will develop colorectal cancer and the neo open reading frames disclosed herein occur in up to 50% of colorectal cancer patients. Prophylactic vaccination based on frameshift resulting peptides disclosed herein would thus provide possible protection to approximately 2% of the general population. The vaccine may be specifically used in a prophylactic setting for individuals that have an increased risk of developing colorectal cancer. For example, prophylactic vaccination based on out-of-frame peptides sequences for APC, SOX9 and TP53 together, as disclosed herein, is expected to provide possible protection to around 18% of individuals having a germline predisposition mutation as referred to in FIG. 12, and who would have developed colorectal cancer as a result of their predisposing mutation. In some embodiments, the prophylactic methods are useful for individuals who are genetically related to individuals afflicted with colorectal cancer. In some embodiments, the prophylactic methods are useful for the general population.

In some embodiments, the individual is at risk of developing cancer. It is understood to a skilled person that being at risk of developing cancer indicates that the individual has a higher risk of developing cancer than the general population; or rather the individual has an increased risk over the average of developing cancer. Such risk factors are known to a skilled person and include; increased age, in particular being 50 years or older, obesity, smoking, lack of physical exercise, diet high in red meat or processed meats, a history of adenomatous polyps, having inflammatory bowel disease (e.g., ulcerative colitis or Crohn's disease), family history of colorectal cancer or adenomatous polyps, and having a mutation in a gene that predisposes an individual to colorectal cancer. A number of genetic syndromes are also associated with increased risk of colorectal cancer including Gardner syndrome, hereditary non-polyposis colorectal cancer (HNPCC), and familial adenomatous polyposis.

In some embodiments, said individual has a germline mutation in a gene that increases the chance that the individual will develop colorectal cancer, preferably the mutation is in MSH2, MLH1, FANCA, FANCB, FANCD1 (BRCA2), FANCD2, FANCE, FANCF, FANCG, FANCI, FANCJ (BRIP1), FANCN (PALB2), FANCP (SLX4), FANCS (BRCA1), PMS2, RAD51C, XPF, POLE, POLD1, NTHL1, MSH3, RNF43, SMAD4, BMPR1A, STK11, PTEN, GREM1, AXIN2, GREM1, BLM, AKT1, ENG, CDH1, BUB1B, GALNT12, MLH3, RPS20, GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSHG, NTHL1, and/or WRN gene, preferably in the GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSHG, NTHL1, and/or WRN gene. Predisposing mutations in said genes are known to a skilled person and such mutations can be identified in individuals. Preferably, the prophylactic methods disclosed herein comprise determining the presence of a predisposing mutation in one or more of MSH2, MLH1, FANCA, FANCB, FANCD1 (BRCA2), FANCD2, FANCE, FANCF, FANCG, FANCI, FANCJ (BRIP1), FANCN (PALB2), FANCP (SLX4), FANCS (BRCA1), PMS2, RAD51C, XPF, POLE, POLD1, NTHL1, MSH3, RNF43, SMAD4, BMPR1A, STK11, PTEN, GREM1, AXIN2, GREM1, BLM, AKT1, ENG, CDH1, BUB1B, GALNT12, MLH3, RPS20, GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene, preferably in the GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN genes and prophylactically administering the vaccine disclosed herein to an individual having said predisposing mutation in one or more of MSH2, MLH1, FANCA, FANCB, FANCD1 (BRCA2), FANCD2, FANCE, FANCF, FANCG, FANCI, FANCJ (BRIP1), FANCN (PALB2), FANCP (SLX4), FANCS (BRCA1), PMS2, RAD51C, XPF, POLE, POLD1, NTHL1, MSH3, RNF43, SMAD4, BMPR1A, STK11, PTEN, GREM1, AXIN2, GREM1, BLM, AKT1, ENG, CDH1, BUB1B, GALNT12, MLH3, RPS20, GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene, preferably in the GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene, or other genes with known predisposing mutations.

As used herein, “to comprise” and its conjugations is used in its non-limiting sense to mean that items following the word are included, but items not specifically mentioned are not excluded. In addition, the verb “to consist” may be replaced by “to consist essentially of” meaning that a compound or adjunct compound as defined herein may comprise additional component(s) than the ones specifically identified, said additional component(s) not altering the unique characteristic of the invention.

The articles “a” and “an” are used herein to refer to one or to more than one (i.e., to at least one) of the grammatical object of the article. By way of example, “an element” means one element or more than one element.

The word “approximately” or “about” when used in association with a numerical value (approximately 10, about 10) preferably means that the value may be the given value of 10 more or less 1% of the value.

All patent and literature references cited in the present specification are hereby incorporated by reference in their entirety.

For the purpose of clarity and a concise description features are described herein as part of the same or separate embodiments, however, it will be appreciated that the scope of the invention may include embodiments having combinations of all or some of the features described.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 Frame shift initiated translation in the TCGA (n=10,186) cohort is of sufficient size for immune presentation. A. Peptide length distribution of frame shift mutation initiated translation up to the first encountered stop codon. Dark shades are unique peptide sequences derived from frameshift mutations, light shade indicates the total sum (unique peptides derived from frameshifts multiplied by number of patients containing that frameshift). B. Gene distribution of peptides with length 10 or longer and encountered in up to 10 patients.

FIG. 2 Neo open reading frame peptides (TCGA cohort) converge on common peptide sequences. Graphical representation in an isoform of TP53, where amino acids are colored distinctly. A. somatic single nucleotide variants, B. positions of frame shift mutations on the −1 and the +1 frame C amino acid sequence of TP53. D. Peptide (10aa) library (n=1,000) selection. Peptides belonging to −1 or +1 frame are separated vertically E,F pNOPs for the different frames followed by all encountered frame shift mutations (rows), translated to a stop codon (lines) colored by amino acid.

FIG. 3 A recurrent peptide selection procedure can generate a ‘fixed’ library to corer up to 50% of the TCGA cohort. Graph depicts the number of unique patients from the TCGA cohort (10,186 patients) accommodated by a growing library of 10-mer peptides, picked in descending order of the number patients with that sequence in their NOPs. A peptide is only added if it adds a new patient from the TCGA cohort. The dark blue line shows that an increasing number of 10-mer peptides covers an increasing number of patients from the TCGA cohort (up to 50% if using 3000 unique 10-mer peptides). Light shaded blue line depicts the number of patients containing the peptide that was included (right Y-axis). The best peptide covers 89 additional patients from the TCGA cohort (left side of the blue line), the worst peptide includes only 1 additional patient (right side of the blue line).

FIG. 4 For some cancers up to 70% of patients contain a recurrent NOP. TCGA cohort ratio of patients separated by tumor type that could be ‘helped’ using optimally selected peptides for genes encountered most often within a cancer. Coloring represents the ratio, using 1, 2 . . . 10 genes, or using all encountered genes (lightest shade)

FIG. 5 Examples of NOPs. Selection of genes containing NOPs of 10 or more amino acids.

FIG. 6 Frame shift presence in mRNA from 58 CCLE colorectal cancer cell lines.

a. Cumulative counting of RNAseq allele frequency (Samtools mpileup (XO:1/a11)) at the genomic position of DNA detected frame shift mutations. b. IGV examples of frame shift mutations in the BAM files of CCLE cell lines.

FIG. 7 Example of normal isoforms, using shifted frame.

Genome model of CDKN2A with the different isoforms are shown on the minus strand of the genome. Zoom of the middle exon depicts the 2 reading frames that are encountered in the different isoforms.

FIG. 8 Gene prevalence vs Cancer type.

Percentage of frameshift mutations (resulting in peptides of 10 aa or longer), assessed by the type of cancer in the TCGA cohort. Genes where 50% or more of the frameshifts occur within a single tumor type are indicated in bold. Cancer type abbreviations are as follows:

LAML Acute Myeloid Leukemia

ACC Adrenocortical carcinoma

BLCA Bladder Urothelial Carcinoma LGG Brain Lower Grade Glioma

BRCA Breast invasive carcinoma CESC Cervical squamous cell carcinoma and endocervical adenocarcinoma

CHOL Cholangiocarcinoma LCML Chronic Myelogenous Leukemia

COAD Colon adenocarcinoma

CNTL Controls

ESCA Esophageal carcinoma GBM Glioblastoma multiforme HNSC Head and Neck squamous cell carcinoma

KICH Kidney Chromophobe

KIRC Kidney renal clear cell carcinoma KIRP Kidney renal papillary cell carcinoma LIHC Liver hepatocellular carcinoma LUAD Lung adenocarcinoma LUSC Lung squamous cell carcinoma

DLBC Lymphoid Neoplasm Diffuse Large B-cell Lymphoma MESO Mesothelioma MISC Miscellaneous

OV Ovarian serous cystadenocarcinoma PAAD Pancreatic adenocarcinoma

PCPG Pheochromocytoma and Paraganglioma

PRAD Prostate adenocarcinoma READ Rectum adenocarcinoma

SARC Sarcoma SKCM Skin Cutaneous Melanoma

STAD Stomach adenocarcinoma

TGCT Testicular Germ Cell Tumors THYM Thymoma

THCA Thyroid carcinoma

UCS Uterine Carcinosarcoma UCEC Uterine Corpus Endometrial Carcinoma UVM Uveal Melanoma

FIG. 9 NOPs in the MSK-IMPACT study

Frame shift analysis in the targeted sequencing panel of the MSK-IMPACT study, covering up to 410 genes in more 10,129 patients (with at least 1 somatic mutation). a. FS peptide length distribution, b. Gene count of patients containing NOPs of 10 or more amino acids. c. Ratio of patients separated by tumor type that possess a neo epitope using optimally selected peptides for genes encountered most often within a cancer. Coloring represents the ratio, using 1, 2, 10 genes, or using all encountered genes (lightest shade) d. Examples of NOPs for 4 genes.

FIG. 10. Number of mutations in cancer susceptibility genes observed in patients with colon and rectum cancer from the Hartwig Medical Foundation database.

FIG. 11. Number of colon and rectum cancer patients with frameshift mutation counts per gene leading to neo-peptides >=10 amino acids.

FIG. 12. Number of colon cancer patients with germline predisposition mutation, carrying somatic frameshift leading to neopeptide (>=10 amino acids) in the indicated genes (x-axis).

FIG. 13. TP53 out-of-frame peptide sequences based on frameshift mutations in colorectal cancer patients. Stacks of recurrent out-of-frame peptide subsequences are indicated with red boxes.

FIGS. 14-20. Out-of-frame peptide sequences based on frameshift mutations in colorectal cancer patients for APC, SOX9, KMT2D, ARID1A, RNF43, TCF7L2, and ZFP36L2, respectively.

EXAMPLES

We have analyzed 10,186 cancer genomes from 33 tumor types of the 40 TCGA (The Cancer Genome Atlas²²) and focused on the 143,444 frame shift mutations represented in this cohort. Translation of these mutations after re-annotation to a RefSeq annotation, starting in the protein reading frame, can lead to 70,439 unique peptides that are 10 or more amino acids in length (a cut off we have set at a size sufficient to shape a distinct epitope in the context of MHC (FIG. 1a ). The list of genes most commonly represented in the cohort and containing such frame shift mutations is headed nearly exclusively by tumor driver genes, such as NF1, RB, BRCA2 (FIG. 1b ) whose whole or partial loss of function apparently contributes to tumorigenesis. Note that a priori frame shift mutations are expected to result in loss of gene function more than a random SNV, and more independent of the precise position. NOPs initiated from a frameshift mutation and of a significant size are prevalent in tumors, and are enriched in cancer driver genes. Alignment of the translated NOP products onto the protein sequence reveals that a wide array of different frame shift mutations translate in a common downstream stretch of neo open reading frame peptides (‘NOPs’), as dictated by the −1 and +1 alternative reading frames. While we initially screened for NOPs of ten or more amino acids, their open reading frame in the out-of-frame genome often extends far beyond that search window. As a result we see (FIG. 2) that hundreds of different frame shift mutations all at different sites in the gene nevertheless converge on only a handful of NOPs. Similar patterns are found in other common driver genes (FIG. 5). FIG. 2 illustrates that the precise location of a frame shift does not seem to matter much; the more or less straight slope of the series of mutations found in these 10,186 tumors indicates that it is not relevant for the biological effect (presumably reduction/loss of gene function) where the precise frame shift is, as long as translation stalls in the gene before the downstream remainder of the protein is expressed. As can also be seen in FIG. 2, all frame shift mutations alter the reading frame to one of the two alternative frames. Therefore, for potential immunogenicity the relevant information is the sequence of the alternative ORFs and more precisely, the encoded peptide sequence between 2 stop codons. We term these peptides ‘proto Neo Open Reading Frame peptides’ or pNOPs, and generated a full list of all thus defined out of frame protein encoding regions in the human genome, of 10 amino acids or longer. We refer to the total sum of all Neo-ORFs as the Neo-ORFeome. The Neo-ORFeome contains all the peptide potential that the human genome can generate after simple frame-shift induced mutations. The size of the Neo-ORFeome is 46.6 Mb. To investigate whether or not Nonsense Mediated Decay would wipe out frame shift mRNAs, we turned to a public repository containing read coverage for a large collection of cell lines (CCLE). We processed the data in a similar fashion as for the TCGA, identified the locations of frame shifts and subsequently found that, in line with the previous literature²³⁻²⁵, at least a large proportion of expressed genes also contained the frame shift mutation within the expressed mRNAs (FIG. 6). On the mRNA level, NOPs can be detected in RNAseq data. We next investigated how the number of patients relates to the number of NOPs. We sorted 10-mer peptides from NOPs by the number of new patients that contain the queried peptide. Assessed per tumor type, frame shift mutations in genes with very low to absent mRNA expression were removed to avoid overestimation. Of note NOP sequences are sometimes also encountered in the normal ORFeome, presumably as result of naturally occurring isoforms (e,g, FIG. 7). Also these peptides were excluded. We can create a library of possible ‘vaccines’ that is optimally geared towards covering the TCGA cohort, a cohort large enough that, also looking at the data presented here, it is representative of future patients (FIG. 10). Using this strategy 30% of all patients can be covered with a fixed collection of only 1,244 peptides of length 10 (FIG. 3). Since tumors will regularly have more than 1 frame shift mutation, one can use a ‘cocktail’ of different NOPs to optimally attack a tumor. Indeed, given a library of 1,244 peptides, 27% of the covered TCGA patients contain 2 or more ‘vaccine’ candidates. In conclusion, using a limited pool with optimal patient inclusion of vaccines, a large proportion of patients is covered. Strikingly, using only 6 genes (TP53, ARID1A, KMT2D, GATA3, APC, PTEN), already 10% of the complete TCGA cohort is covered. Separating this by the various tumor types, we find that for some cancers (like Pheochromocytoma and Paraganglioma (PCPG) or Thyroid carcinoma (THCA)) the hit rate is low, while for others up to 39% can be covered even with only 10 genes (Colon adenocarcinoma (COAD) using 60 peptides, Uterine Corpus Endometrial Carcinoma (UCEC) using 90 peptides), FIG. 4. At saturation (using all peptides encountered more than once) 50% of TCGA is covered and more than 70% can be achieved for specific cancer types (COAD, UCEC, Lung squamous cell carcinoma (LUSC) 72%, 73%, 73% respectively). As could be expected, these roughly follow the mutational load in the respective cancer types. In addition some frame shifted genes are highly enriched in specific tumor types (e.g. VHL, GATA3. FIG. 8). We conclude that at saturating peptide coverage, using only very limited set of genes, a large cohort of patients can be provided with off the shelf vaccines. To validate the presence of NOPs, we used the targeted sequencing data on 10,129 patients from the MSK-IMPACT cohort 26. For the 341-410 genes assessed in this cohort, we obtained strikingly similar results in terms of genes frequently affected by frame shifts and the NOPs that they create (FIG. 9). Even within this limited set of genes, 86% of the library peptides (in genes targeted by MSK-IMPACT) were encountered in the patient set. Since some cancers, like glioblastoma or pancreatic cancer, show survival expectancies after diagnosis measured in months rather than years (e.g. see 27), it is of importance to move as much of the work load and time line to the moment before diagnosis. Since the time of whole exome sequencing after biopsy is currently technically days, and since the scan of a resulting sequence against a public database describing these NOPs takes seconds, and the shipment of a peptide of choice days, a vaccination can be done theoretically within days and practically within a few weeks after biopsy. This makes it attractive to generate a stored and quality controlled peptide vaccine library based on the data presented here, possibly with replicates stored on several locations in the world. The synthesis in advance will—by economics of scale—reduce costs, allow for proper regulatory oversight, and can be quality certified, in addition to saving the patient time and thus provide chances. The present invention will likely not replace other therapies, but be an additional option in the treatment repertoire. The advantages of scale also apply to other means of vaccination against these common neoantigens, by RNA- or DNA-based approaches (e.g. 28), or recombinant bacteria (e.g. 29). The present invention also provides neoantigen directed application of the CAR-T therapy (For recent review see 30, and references therein), where the T-cells are directed not against a cell-type specific antigens (such as CD19 or CD20), but against a tumor specific neoantigen as provided herein. E.g. once one functional T-cell against any of the common p53 NOPs (FIG. 2) is identified, the recognition domains can be engineered into T-cells for any future patient with such a NOP, and the constructs could similarly be deposited in an off-the-shelf library. In the present invention, we have identified that various frame shift mutations can result in a source for common neo open reading frame peptides, suitable as pre-synthesized vaccines. This may be combined with immune response stimulating measures such as but not limited checkpoint inhibition to help instruct our own immune system to defeat cancer.

About 5-10% of all colon cancers are a result of a heritable germline mutation. Two major types of heritable colon cancer are familial adenomatous polyposis (FAP) or Lynch syndrome (also known as hereditary nonpolyposis colorectal cancer (HNPCC)). In addition, there may be more rare forms of heritable colon cancer. For a review see: Short et al. J Med Genet. 2015 December; 52(12):791-6. Genetic testing can involve several genes, amongst others MLH1, MSH2, APC, MSH6, PMS2, and MUTYH. Several of these genes (MLH1, MSH2, MSH6, MUTYH), play a role in mismatch repair. Defects in mismatch genes can lead to hypermutation phenotypes in tumors.

Thus, there is an opportunity for prophylactic vaccination to reduce the risk of colon cancer in individuals with predisposition mutations in these genes. A prophylactic vaccine would be of highest efficacy if it vaccinates against (i) strongly immunogenic antigens, and (ii) antigens that are expected to be present in a large proportion of colon tumors observed in patients with predisposition mutations.

We exploited a recent data source from the Hartwig Medical Foundation (see Priestley et al. 2019 at https://doi.org/10.1101/415133) for the presence of targetable neoantigens in colon tumors in patients with germline mutations in a range of cancer predisposition genes.

Amongst 444 colon/rectum tumors, we found that 71 (15.9%) of the patients carrying those tumors have a mutation in one or more possible predisposition genes (FIG. 10). As can be seen in FIG. 10, germline predisposing mutations in GJB2 and CHEK2 are most frequently observed (8 and 7, respectively) in the HMF colon cancer cohort. The role of GJB2 in heritable colorectal cancer is known, while CHEK2 is a well-known cancer predisposition gene. Other well-known colorectal cancer predisposition genes are also observed in the HMF cohort, such as MUTYH, MSH6, MLH1, APC and fanconi anaemia genes (FANCL, FANCM).

Next, we explored the idea of using neo-open reading frame peptides, resulting from somatic frameshift mutations, as an attractive source of neoantigens in human cancers. Therefore, we calculated the number of colon cancer patients in the HMF data resource with frameshift mutations leading to possible out of frame neo-peptides (FIG. 11). Neo-peptides larger than or equal to 10 amino acids are most frequently found in APC (6%), ZFP36L2 (5.9%), TP53 (5.2%), TCF7L2 (4.5%), RNF43 (2%), ARID1A (2%), SOX9 (1.8%), ASXL2 (1.8%), KMT2D (0.7%).

The frequencies of these out-of-frame peptide sequences differs somewhat from those in the TCGA database, e.g. the frequent occurrence of ZFP36L2 frameshifts is not observed in the TCGA database. However, APC, TP53 and SOX9 are among the top-ranked genes, as expected.

To explore the possibility for prophylactic vaccination of individuals at risk for colorectal cancer based on germline predisposing mutations, we determined the genes for which out-of-frame peptide sequences are found among patients with germline predisposition mutations. Out of all 71 colorectal cancer patients with presumed germline predisposition mutations (in any possible predisposition gene), we found 13 (18%) patients that have a frameshift leading to a neo-peptide in TP53, APC or SOX9 (FIG. 12).

We conclude that a considerable fraction of colon/rectum cancer patients with predisposing germline mutations, may benefit from vaccination against frameshift-induced neopeptides. Within this group, 18% develops tumors for which vaccines derived from only three genes (APC, TP53 and SOX9) would be relevant.”

Methods:

TCGA frameshift mutations—Frame shift mutations were retrieved from Varscan and mutect files per tumor type via https://portal.gdc.cancer.gov/. Frame shift mutations contained within these files were extracted using custom perl scripts and used for the further processing steps using HG38 as reference genome build.

CCLE frameshift mutations—For the CCLE cell line cohort, somatic mutations were retrieved from http://www.broadinstitute.org/ccle/data/browseData?conversationPropagation=begi n

(CCLE_hybrid_capture1650_hg19_NoCommonSNPs_NoNeutralVariants_CDS_201 2.02.20. maf). Frame shift mutations were extracted using custom perl scripts using hg19 as reference genome.

Refseq annotation—To have full control over the sequences used within our analyses, we downloaded the reference sequences from the NCBI website (2018-02-27) and extracted mRNA and coding sequences from the gbff files using custom perl scripts. Subsequently, mRNA and every exon defined within the mRNA sequences were aligned to the genome (hg19 and hg38) using the BLAT suite. The best mapping locations from the psl files were subsequently used to place every mRNA on the genome, using the separate exons to perform fine placement of the exonic borders. Using this procedure we also keep track of the offsets to enable placement of the amino acid sequences onto the genome.

Mapping genome coordinate onto Refseq—To assess the effect of every mentioned frame shift mutation within the cohorts (CCLE or TCGA), we used the genome coordinates of the frameshifts to obtain the exact protein position on our reference sequence database, which were aligned to the genome builds. This step was performed using custom perl scripts taking into account the codon offsets and strand orientation, necessary for the translation step described below.

Translation of FS peptides—Using the reference sequence annotation and the positions on the genome where a frame shift mutation was identified, the frame shift mutations were used to translate peptides until a stop codon was encountered. The NOP sequences were recorded and used in downstream analyses as described in the text.

Verification of FS mRNA expression in the CUE colorectal cancer cell lines—For a set of 59 colorectal cancer cell lines, the HG19 mapped bam files were downloaded from https://portal.gdc.cancer.gov/. Furthermore, the locations of FS mutations were retrieved from CCLE_hybrid_capture1650_hg19_NoCommonSNPs_NoNeutralVariants_CDS_201 2.02.20. maf (http://www.broadinstitute.org/ccle/data/browseData?conversationPropagation=beg in), by selection only frameshift entries. Entries were processed similarly to the TCGA data, but this time based on a HG19 reference genome. To get a rough indication that a particular location in the genome indeed contains an indel in the RNAseq data, we first extracted the count at the location of a frameshift by making use of the pileup function in samtools. Next we used the special tag XO:1 to isolate reads that contain an indel in it. On those bam files we again used the pileup function to count the number of reads containing an indel (assuming that the indel would primarily be found at the frameshift instructed location). Comparison of those 2 values can then be interpreted as a percentage of indel at that particular location. To reduce spurious results, at least 10 reads needed to be detected at the FS location in the original bam file.

Defining peptide library—To define peptide libraries that are maximized on performance (covering as many patients with the least amount of peptides) we followed the following procedure. From the complete TCGA cohort, FS translated peptides of size 10 or more (up to the encountering of a stop codon) were cut to produce any possible 10-mer. Then in descending order of patients containing a 10-mer, a library was constructed. A new peptide was added only if an additional patient in the cohort was included. peptides were only considered if they were seen 2 or more times in the TCGA cohort, if they were not filtered for low expression (see Filtering for low expression section), and if the peptide was not encountered in the orfeome (see Filtering for peptide presence orfeome). In addition, since we expect frame shift mutations to occur randomly and be composed of a large array of events (insertions and deletions of any non triplet combination), frame shift mutations being encountered in more than 10 patients were omitted to avoid focusing on potential artefacts. Manual inspection indicated that these were cases with e.g. long stretches of Cs, where sequencing errors are common.

Filtering for low expression—Frameshift mutations within genes that are not expressed are not likely to result in the expression of a peptide. To take this into account we calculated the average expression of all genes per TCGA entity and arbitrarily defined a cutoff of 2 log 2 units as a minimal expression. Any frameshift mutation where the average expression within that particular entity was below the cutoff was excluded from the library. This strategy was followed, since mRNA gene expression data was not available for every TCGA sample that was represented in the sequencing data set. Expression data (RNASEQ v2) was pooled and downloaded from the R2 platform (http://r2.amc.nl). In current sequencing of new tumors with the goal of neoantigen identification such mRNA expression studies are routine and allow routine verification of presence of mutant alleles in the mRNA pool.

Filtering for peptide presence orfeome—Since for a small percentage of genes, different isoforms can actually make use of the shifted reading frame, or by chance a 10-mer could be present in any other gene, we verified the absence of any picked peptide from peptides that can be defined in any entry of the reference sequence collection, once converted to a collection of tiled 10-mers.

Generation of cohort coverage by all peptides per gene To generate overviews of the proportion of patients harboring exhaustive FS peptides starting from the most mentioned gene, we first pooled all peptides of size 10 by gene and recorded the largest group of patients per tumor entity. Subsequently we picked peptides identified in the largest set of patients and kept on adding a new peptide in descending order, but only when at least 1 new patient was added. Once all patients containing a peptide in the first gene was covered, we progressed to the next gene and repeated the procedure until no patient with FS mutations leading to a peptide of size 10 was left.

proto-NOP (pNOP) and Neo-ORFeome proto—NOPs are those peptide products that result from the translation of the gene products when the reading frame is shifted by −1 or +1 base (so out of frame). Collectively, these pNOPs form the Neo-OrfeomeAs such we generated a pNOP reference base of any peptide with length of 10 or more amino acids, from the RefSeq collection of sequences. Two notes: the minimal length of 10 amino acids is a choice; if one were to set the minimal window at 8 amino acids the total numbers go up a bit, e.g. the 30% patient covery of the library goes up. On a second note: we limited our definition to ORFs that can become in frame after a single insertion deletion on that location; this includes obviously also longer insertion or deletion stretches than +1 or −1. The definition has not taken account more complex events that get an out-of-frame ORF in frame, such as mutations creating or deleting splice sites, or a combination of two frame shifts at different sites that result in bypass of a natural stop codon; these events may and will occur, but counting those in will make the definition of the Neo-ORFeome less well defined. For the magnitude of the numbers these rare events do not matter much.

Visualizing nops—Visualization of the nops was performed using custom perl scripts, which were assembled such that they can accept all the necessary input data structures such as protein sequence, frameshifted protein sequences, somatic mutation data, library definitions, and the peptide products from frameshift translations.

Detection of frameshift resulting neopeptides in colorectal cancer patients with cancer predisposition mutations—Somatic and germline mutation data were downloaded from the supplementary files attached to the manuscript posted here: https://www.biorxiv.org/content/biorxiv/early/2019/01/16/415133.full.pdf. Frameshift mutations were selected from the somatic mutation files and out-of-frame peptides were predicted using custom Perl and Python scripts, based on the human reference genome GRCh37. Out-of-frame peptides were selected based on their length (>=10 amino acids) and mapped against out of frame peptide sequences for each possible alternative transcript for genes present in the human genome, based on Ensembl annotation (ensembl.org).

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1. A vaccine for use in the treatment of colorectal cancer, said vaccine comprising: (i) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 1, an amino acid sequence having 90% identity to Sequence 1, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 1; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 2, an amino acid sequence having 90% identity to Sequence 2, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 2; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 3, an amino acid sequence having 90% identity to Sequence 3, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 3; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 4, an amino acid sequence having 90% identity to Sequence 4, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 4; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 5, an amino acid sequence having 90% identity to Sequence 5, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 5; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 6, an amino acid sequence having 90% identity to Sequence 6, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 6; (ii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 197, an amino acid sequence having 90% identity to Sequence 197, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 197; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 198, an amino acid sequence having 90% identity to Sequence 198, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 198; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 199, an amino acid sequence having 90% identity to Sequence 199, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 199; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 200, an amino acid sequence having 90% identity to Sequence 200, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 200; (iii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 298, an amino acid sequence having 90% identity to Sequence 298, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 298; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 299, an amino acid sequence having 90% identity to Sequence 299, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 299; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 300, an amino acid sequence having 90% identity to Sequence 300, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 300; (iv) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 553, an amino acid sequence having 90% identity to Sequence 553, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 553; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequences 554-555, an amino acid sequence having 90% identity to Sequences 554-555, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 554-555; (v) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 596, an amino acid sequence having 90% identity to Sequence 596, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 596; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 597, an amino acid sequence having 90% identity to Sequence 597, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 597; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 598, an amino acid sequence having 90% identity to Sequence 598, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 598; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 599, an amino acid sequence having 90% identity to Sequence 599, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 599; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 600, an amino acid sequence having 90% identity to Sequence 600, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 600; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 601, an amino acid sequence having 90% identity to Sequence 601, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 601; (vi) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 610, an amino acid sequence having 90% identity to Sequence 610, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 610; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 611, an amino acid sequence having 90% identity to Sequence 611, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 611; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 612, an amino acid sequence having 90% identity to Sequence 612, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 612; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 613, an amino acid sequence having 90% identity to Sequence 613, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 613; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 614, an amino acid sequence having 90% identity to Sequence 614, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 614; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 615, an amino acid sequence having 90% identity to Sequence 615, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 615; (vii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 681, an amino acid sequence having 90% identity to Sequence 681, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 681; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 682, an amino acid sequence having 90% identity to Sequence 682, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 682; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 683, an amino acid sequence having 90% identity to Sequence 683, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 683; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 684, an amino acid sequence having 90% identity to Sequence 684, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 684; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 685, an amino acid sequence having 90% identity to Sequence 685, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 685; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 686, an amino acid sequence having 90% identity to Sequence 686, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 686; and/or the vaccine comprises (viii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 709, an amino acid sequence having 90% identity to Sequence 709, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 709; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 710, an amino acid sequence having 90% identity to Sequence 710, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 710; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 711, an amino acid sequence having 90% identity to Sequence 711, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 711; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 712, an amino acid sequence having 90% identity to Sequence 712, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence
 712. 2. A collection of frameshift-mutation peptides comprising: (i) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 1, an amino acid sequence having 90% identity to Sequence 1, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 1; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 2, an amino acid sequence having 90% identity to Sequence 2, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 2; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 3, an amino acid sequence having 90% identity to Sequence 3, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 3; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 4, an amino acid sequence having 90% identity to Sequence 4, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 4; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 5, an amino acid sequence having 90% identity to Sequence 5, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 5; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 6, an amino acid sequence having 90% identity to Sequence 6, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 6; (ii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 197, an amino acid sequence having 90% identity to Sequence 197, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 197; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 198, an amino acid sequence having 90% identity to Sequence 198, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 198; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 199, an amino acid sequence having 90% identity to Sequence 199, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 199; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 200, an amino acid sequence having 90% identity to Sequence 200, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 200; (iii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 298, an amino acid sequence having 90% identity to Sequence 298, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 298; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 299, an amino acid sequence having 90% identity to Sequence 299, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 299; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 300, an amino acid sequence having 90% identity to Sequence 300, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 300; (iv) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 553, an amino acid sequence having 90% identity to Sequence 553, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 553; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequences 554-555, an amino acid sequence having 90% identity to Sequences 554-555, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 554-555; (v) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 596, an amino acid sequence having 90% identity to Sequence 596, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 596; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 597, an amino acid sequence having 90% identity to Sequence 597, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 597; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 598, an amino acid sequence having 90% identity to Sequence 598, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 598; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 599, an amino acid sequence having 90% identity to Sequence 599, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 599; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 600, an amino acid sequence having 90% identity to Sequence 600, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 600; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 601, an amino acid sequence having 90% identity to Sequence 601, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 601; (vi) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 610, an amino acid sequence having 90% identity to Sequence 610, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 610; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 611, an amino acid sequence having 90% identity to Sequence 611, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 611; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 612, an amino acid sequence having 90% identity to Sequence 612, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 612; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 613, an amino acid sequence having 90% identity to Sequence 613, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 613; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 614, an amino acid sequence having 90% identity to Sequence 614, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 614; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 615, an amino acid sequence having 90% identity to Sequence 615, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 615; (vii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 681, an amino acid sequence having 90% identity to Sequence 681, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 681; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 682, an amino acid sequence having 90% identity to Sequence 682, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 682; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 683, an amino acid sequence having 90% identity to Sequence 683, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 683; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 684, an amino acid sequence having 90% identity to Sequence 684, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 684; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 685, an amino acid sequence having 90% identity to Sequence 685, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 685; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 686, an amino acid sequence having 90% identity to Sequence 686, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 686; and/or the collection comprising (viii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 709, an amino acid sequence having 90% identity to Sequence 709, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 709; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 710, an amino acid sequence having 90% identity to Sequence 710, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 710; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 711, an amino acid sequence having 90% identity to Sequence 711, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 711; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 712, an amino acid sequence having 90% identity to Sequence 712, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence
 712. 3. A peptide comprising an amino acid sequence selected from the groups: (i) Sequences 1-196, an amino acid sequence having 90% identity to Sequences 1-196, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 1-196; (ii) Sequences 197-297, an amino acid sequence having 90% identity to Sequences 197-297, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 197-297; (iii) Sequences 298-552, an amino acid sequence having 90% identity to Sequences 298-552, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 298-552; (iv) Sequences 553-595, an amino acid sequence having 90% identity to Sequences 553-595, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 553-595; and (v) Sequences 596-609, an amino acid sequence having 90% identity to Sequences 596-609, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 596-609; (vi) Sequences 610-680, an amino acid sequence having 90% identity to Sequences 610-680, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 610-680; (vii) Sequences 681-708, an amino acid sequence having 90% identity to Sequences 681-708, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 681-708; and (viii) Sequences 709-717, an amino acid sequence having 90% identity to Sequences 709-717, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 709-717.
 4. The vaccine of claim 1, the collection of claim 2, or the peptide of claim 3, wherein said peptides are linked, preferably wherein said peptides are comprised within the same polypeptide.
 5. One or more isolated nucleic acid molecules encoding the collection of peptides according to claim 2 or 4 or the peptide of claim 3 or 4, preferably wherein the nucleic acid is codon optimized.
 6. One or more vectors comprising the nucleic acid molecules of claim 5, preferably wherein the vector is a viral vector.
 7. A host cell comprising the isolated nucleic acid molecules according to claim 5 or the vectors according to claim
 6. 8. A binding molecule or a collection of binding molecules that bind the peptide or collection of peptides according to any one of claims 2-4, where in the binding molecule is an antibody, a T-cell receptor, or an antigen binding fragment thereof.
 9. A chimeric antigen receptor or collection of chimeric antigen receptors each comprising i) a T cell activation molecule; ii) a transmembrane region; and iii) an antigen recognition moiety; wherein said antigen recognition moieties bind the peptide or collection of peptides according to any one of claims 2-4.
 10. A host cell or combination of host cells that express the binding molecule or collection of binding molecules according to claim 8 or the chimeric antigen receptor or collection of chimeric antigen receptors according to claim
 9. 11. A vaccine or collection of vaccines comprising the peptide, collection of tiled peptides, or collection of peptides according to any one of claims 2-4, the nucleic acid molecules of claim 5, the vectors of claim 6, or the host cell of claim 7 or 10; and a pharmaceutically acceptable excipient and/or adjuvant, preferably an immune-effective amount of adjuvant.
 12. The vaccine of claim 11 for use in the treatment of cancer in an individual, preferably for use in the treatment of colorectal cancer, preferably wherein the vaccine or collection of vaccines is used in a neo-adjuvant setting.
 13. The vaccine or collection of vaccines for use according to claim 12, wherein said individual has colorectal cancer and one or more cancer cells of the individual (i) expresses a peptide having the amino acid sequence selected from Sequences 1-717, an amino acid sequence having 90% identity to any one of Sequences 1-717, or a fragment thereof comprising at least 10 consecutive amino acids of amino acid sequence selected from Sequences 1-717; (ii) or comprises a DNA or RNA sequence encoding an amino acid sequences of (i).
 14. The vaccine or collection of vaccines of claim 11 for prophylactic use in the prevention of cancer in an individual, preferably wherein the cancer is colorectal cancer.
 15. The vaccine or collection of vaccines for use according to of any one of claims 12-14, wherein said individual is at risk for developing colorectal cancer, preferably wherein said individual has a germline mutation in the MSH2, MLH1, FANCA, FANCB, FANCD1 (BRCA2), FANCD2, FANCE, FANCF, FANCG, FANCI, FANCJ (BRIP1), FANCN (PALB2), FANCP (SLX4), FANCS (BRCA1), PMS2, RAD51C, XPF, POLE, POLD1, NTHL1, MSH3, RNF43, SMAD4, BMPR1A, STK11, PTEN, GREM1, AXIN2, GREM1, BLM, AKT1, ENG, CDH1, BUB1B, GALNT12, MLH3, RPS20, GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene, preferably in the GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene.
 16. A method of stimulating the proliferation of human T-cells, comprising contacting said T-cells with the peptide or collection of peptides according to any one of claims 2-4, the nucleic acid molecules of claim 5, the vectors of claim 6, the host cell of claim 7 or 10, or the vaccine of claim
 11. 17. A method of treating an individual for colorectal cancer or reducing the risk of developing said cancer, the method comprising administering to the individual in need thereof the vaccine or collection of vaccines of claim 11, preferably wherein the individual has a germline mutation in the MSH2, MLH1, FANCA, FANCB, FANCD1 (BRCA2), FANCD2, FANCE, FANCF, FANCG, FANCI, FANCJ (BRIP1), FANCN (PALB2), FANCP (SLX4), FANCS (BRCA1), PMS2, RAD51C, XPF, POLE, POLD1, NTHL1, MSH3, RNF43, SMAD4, BMPR1A, STK11, PTEN, GREM1, AXIN2, GREM1, BLM, AKT1, ENG, CDH1, BUB1B, GALNT12, MLH3, RPS20, GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene, preferably in the GJB2, CHEK2, MUTYH, FANCL, FANCM, COL7A1, APC, ERCC2, FANCC, MPL, SBDS, ATM, FAH, MSH6, NTHL1, and/or WRN gene.
 18. A storage facility for storing vaccines, said facility storing at least two different cancer vaccines of claim
 11. 19. The storage facility for storing vaccines according to claim 18, wherein said facility stores a vaccine comprising: (i) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 1, an amino acid sequence having 90% identity to Sequence 1, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 1; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 2, an amino acid sequence having 90% identity to Sequence 2, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 2; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 3, an amino acid sequence having 90% identity to Sequence 3, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 3; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 4, an amino acid sequence having 90% identity to Sequence 4, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 4; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 5, an amino acid sequence having 90% identity to Sequence 5, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 5; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 6, an amino acid sequence having 90% identity to Sequence 6, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 6; and one or more vaccines selected from: a vaccine comprising: (ii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 197, an amino acid sequence having 90% identity to Sequence 197, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 197; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 198, an amino acid sequence having 90% identity to Sequence 198, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 198; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 199, an amino acid sequence having 90% identity to Sequence 199, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 199; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 200, an amino acid sequence having 90% identity to Sequence 200, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 200; a vaccine comprising: (iii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 298, an amino acid sequence having 90% identity to Sequence 298, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 298; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 299, an amino acid sequence having 90% identity to Sequence 299, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 299; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 300, an amino acid sequence having 90% identity to Sequence 300, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 300; a vaccine comprising: (iv) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 553, an amino acid sequence having 90% identity to Sequence 553, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 553; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequences 554-555, an amino acid sequence having 90% identity to Sequences 554-555, or a fragment thereof comprising at least 10 consecutive amino acids of Sequences 554-555; a vaccine comprising: (v) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 596, an amino acid sequence having 90% identity to Sequence 596, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 596; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 597, an amino acid sequence having 90% identity to Sequence 597, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 597; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 598, an amino acid sequence having 90% identity to Sequence 598, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 598; ad a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 599, an amino acid sequence having 90% identity to Sequence 599, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 599; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 600, an amino acid sequence having 90% identity to Sequence 600, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 600; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 601, an amino acid sequence having 90% identity to Sequence 601, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 601; a vaccine comprising: (vi) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 610, an amino acid sequence having 90% identity to Sequence 610, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 610; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 611, an amino acid sequence having 90% identity to Sequence 611, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 611; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 612, an amino acid sequence having 90% identity to Sequence 612, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 612; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 613, an amino acid sequence having 90% identity to Sequence 613, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 613; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 614, an amino acid sequence having 90% identity to Sequence 614, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 614; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 615, an amino acid sequence having 90% identity to Sequence 615, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 615; a vaccine comprising: (vii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 681, an amino acid sequence having 90% identity to Sequence 681, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 681; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 682, an amino acid sequence having 90% identity to Sequence 682, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 682; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 683, an amino acid sequence having 90% identity to Sequence 683, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 683; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 684, an amino acid sequence having 90% identity to Sequence 684, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 684; a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 685, an amino acid sequence having 90% identity to Sequence 685, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 685; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 686, an amino acid sequence having 90% identity to Sequence 686, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 686; a vaccine comprising: (viii) a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 709, an amino acid sequence having 90% identity to Sequence 709, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 709; and a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 710, an amino acid sequence having 90% identity to Sequence 710, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 710; preferably also comprising a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 711, an amino acid sequence having 90% identity to Sequence 711, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence 711; and/or a peptide, or a collection of tiled peptides, having the amino acid sequence selected from Sequence 712, an amino acid sequence having 90% identity to Sequence 712, or a fragment thereof comprising at least 10 consecutive amino acids of Sequence
 712. Preferably, the storage facility comprises at least 5, at least 10, or at least 20 vaccines as disclosed herein.
 20. A method for providing a vaccine for immunizing a patient against a cancer in said patient comprising determining the sequence of APC, ARID1A, KMT2D, RNF43, SOX9, TCF7L2, TP53, and/or ZFP36L2 in cancer cells of said cancer and when the determined sequence comprises a frameshift mutation that produces a neoantigen of Sequence 1-717or a fragment thereof, providing a vaccine of claim 11 comprising said neoantigen or a fragment thereof.
 21. The method of claim 20, wherein the vaccine is obtained from a storage facility of claim 18 or claim
 19. 